# Segment: Mid-market

# HR AI Recommendation Index, run edition-2026-10

348 prompts, 14 models, 25,742 raw judge labels, 25,873 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 22,335 by alias or canonical name, 1829 by category-scoped alias, 313 from combined answers split into their products, 97 from combined answers counted once for their first product, 14 excluded by rule, 1262 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 8 | 49 | 14% |
| GPT-5.4 mini | 17 | 41 | 29% |
| Gemini 3.5 Flash | 18 | 40 | 31% |
| Perplexity Sonar | 11 | 47 | 19% |
| Grok 4.1 Fast | 14 | 44 | 24% |
| Mistral Small | 2 | 56 | 3% |
| DeepSeek V4 Flash | 14 | 44 | 24% |
| Llama 4 Maverick | 2 | 48 | 4% |
| Qwen 3.7 Flash | 8 | 50 | 14% |
| Kimi K2 | 11 | 47 | 19% |
| GLM 4.7 FlashX | 10 | 48 | 17% |
| MiniMax M2.5 | 6 | 52 | 10% |
| GPT-6 Luna | 20 | 38 | 34% |
| Muse Glimmer 30B | 14 | 44 | 24% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Lattice | 34% | 53 | contested |
| 401k-providers | Human Interest | 20% | 55 | contested |
| ai-recruiting-assistants | Manatal | 31% | 49 | contested |
| applicant-tracking-systems | Greenhouse | 40% | 58 | contested |
| background-screening | Checkr | 31% | 55 | contested |
| benefits-administration | Gusto | 20% | 51 | contested |
| candidate-assessment | TestGorilla | 52% | 48 | clear leader |
| coaching-platforms | Growthspace | 20% | 56 | contested |
| compensation-benchmarking-data | Payscale | 19% | 58 | contested |
| compensation-management | Pave | 18% | 56 | contested |
| compliance-training | Traliant | 22% | 51 | contested |
| contingent-workforce-management | VectorVMS | 16% | 57 | contested |
| course-authoring-tools | Articulate 360 | 30% | 56 | contested |
| earned-wage-access | Tapcheck | 38% | 45 | contested |
| employee-engagement-surveys | Culture Amp | 37% | 60 | contested |
| employee-giving-and-volunteering | Millie | 22% | 59 | contested |
| employee-monitoring | ActivTrak | 33% | 51 | contested |
| employee-onboarding | Rippling | 25% | 55 | contested |
| employee-wellbeing-and-mental-health | Wellable | 22% | 55 | contested |
| financial-wellness-platforms | LearnLux | 24% | 41 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 40% | 50 | contested |
| frontline-employee-apps | Connecteam | 49% | 51 | clear leader |
| global-payroll-and-employer-of-record | Deel | 30% | 54 | contested |
| goals-and-okrs | Perdoo | 24% | 54 | contested |
| hr-ai-assistants | MeBeBot | 21% | 52 | contested |
| hr-compliance-and-policy-management | Rippling | 19% | 54 | contested |
| hr-help-desk-and-case-management | Zoho Desk | 19% | 52 | contested |
| hris-and-hcm-platforms | Rippling | 26% | 54 | contested |
| hsa-and-fsa-administration | HealthEquity | 29% | 48 | contested |
| internal-communications-and-intranet | Microsoft Teams | 14% | 56 | contested |
| internal-talent-marketplace | Fuel50 | 47% | 47 | clear leader |
| interview-scheduling | Calendly | 20% | 64 | contested |
| job-advertising-and-distribution | JobTarget | 23% | 52 | contested |
| learning-experience-platforms | 360Learning | 26% | 50 | contested |
| learning-management-systems | TalentLMS | 51% | 53 | clear leader |
| leave-and-absence-management | BambooHR | 28% | 57 | contested |
| mentoring-software | Together | 28% | 54 | contested |
| online-course-libraries | Udemy Business | 48% | 40 | clear leader |
| org-charts-and-org-design | ChartHop | 30% | 53 | contested |
| pay-equity | Syndio | 12% | 56 | contested |
| payroll-software | Rippling | 20% | 54 | contested |
| peo-providers | Justworks | 24% | 50 | contested |
| people-analytics | Crunchr | 22% | 58 | contested |
| performance-management | Lattice | 43% | 56 | clear leader |
| recognition-and-rewards | Bonusly | 29% | 51 | contested |
| recruiting-crm-and-sourcing | Manatal | 15% | 53 | contested |
| recruitment-marketing-and-career-sites | Teamtailor | 23% | 61 | contested |
| skills-intelligence | Skills Base | 18% | 55 | contested |
| staffing-agency-platforms | Zoho Recruit | 22% | 59 | contested |
| succession-planning | Lattice | 28% | 57 | contested |
| talent-intelligence | Pin | 27% | 49 | contested |
| technical-hiring-assessments | HackerRank | 17% | 58 | contested |
| time-and-attendance | Paylocity | 12% | 52 | contested |
| video-interviewing | Spark Hire | 50% | 48 | clear leader |
| whistleblowing-and-investigations | FaceUp | 25% | 52 | contested |
| workforce-management-suites | Rippling | 17% | 53 | contested |
| workforce-planning | ChartHop | 37% | 57 | contested |
| workforce-scheduling | Deputy | 37% | 51 | contested |

**360-feedback**: Lattice 34%, Effy AI 17%, Leapsome 11%, AssessTEAM 6%, Culture Amp 6%

**401k-providers**: Guideline 20%, Human Interest 20%, ADP Retirement Services 16%, Fidelity Investments 13%, Fidelity Advantage 401 9%

**ai-recruiting-assistants**: Manatal 31%, Workable 22%, Greenhouse 10%, Zoho Recruit 8%, Gem 6%

**applicant-tracking-systems**: Greenhouse 40%, Breezy HR 12%, Ashby 10%, Workable 9%, Zoho Recruit 9%

**background-screening**: Checkr 31%, GoodHire 16%, BackgroundChecks.com 11%, Certn 7%, Verified First 7%

**benefits-administration**: Gusto 20%, ADP Workforce Now 18%, Employee Navigator 14%, Rippling 14%, OnPay 8%

**candidate-assessment**: TestGorilla 52%, Criteria Corp 19%, Evalart 4%, Hirevire 4%, TestDome 4%

**coaching-platforms**: Growthspace 20%, Exec 16%, Torch 11%, 15Five 9%, Lattice 9%

**compensation-benchmarking-data**: Pave 19%, Payscale 19%, SalaryCube 10%, Salary.com CompAnalyst 9%, Comprehensive.io 7%

**compensation-management**: Pave 18%, CompUp 9%, Comprehensive 9%, Ravio 9%, CaptivateIQ 5%

**compliance-training**: Traliant 22%, TalentLMS 14%, BizLibrary 12%, Ethena 10%, Absorb LMS 8%

**contingent-workforce-management**: VectorVMS 16%, Worksuite 14%, SimplifyVMS 12%, Beeline 9%, Conexis VMS 7%

**course-authoring-tools**: Articulate 360 30%, H5P 20%, iSpring Suite 16%, LearnUpon 4%, LearnWorlds 4%

**earned-wage-access**: Tapcheck 38%, ZayZoon 24%, DailyPay 9%, Branch 4%, EarnIn 4%

**employee-engagement-surveys**: Culture Amp 37%, Workleap Officevibe 13%, Leapsome 12%, Lattice 10%, 15Five Engage 5%

**employee-giving-and-volunteering**: Millie 22%, Selflessly 20%, Uncommon Giving 10%, Bright Funds 8%, Groundswell 7%

**employee-monitoring**: ActivTrak 33%, Insightful 16%, Apploye 12%, Hubstaff 8%, E-Monitor 4%

**employee-onboarding**: Rippling 25%, BambooHR 22%, Zoho People 15%, HiBob 11%, Connecteam 5%

**employee-wellbeing-and-mental-health**: Wellable 22%, Modern Health 13%, Spring Health 13%, YuMuuv 11%, Lyra Health 9%

**financial-wellness-platforms**: LearnLux 24%, ZayZoon 15%, Chime Workplace 10%, Origin 10%, Tapcheck 7%

**flexible-benefits-and-lifestyle-spending-accounts**: Compt 40%, Benepass 18%, Forma 16%, JOON 8%, Holisticly 4%

**frontline-employee-apps**: Connecteam 49%, Blink 20%, Beekeeper 4%, Deputy 4%, RedeApp 4%

**global-payroll-and-employer-of-record**: Deel 30%, RemoFirst 20%, Rippling 13%, Papaya Global 9%, Hire with Columbus 7%

**goals-and-okrs**: Perdoo 24%, Tability 22%, Lattice 13%, OKRs Tool 11%, Mooncamp 7%

**hr-ai-assistants**: MeBeBot 21%, Leena AI 12%, Rippling 10%, ChatGPT 8%, HiBob 8%

**hr-compliance-and-policy-management**: Rippling 19%, Gusto 13%, Zoho People 13%, Trainual 11%, Mitratech Mineral 7%

**hr-help-desk-and-case-management**: Zoho Desk 19%, Freshservice 12%, HappyFox Help Desk 10%, Zendesk 8%, Dovetail Software 6%

**hris-and-hcm-platforms**: Rippling 26%, Zoho People 24%, HiBob 11%, BambooHR 9%, ADP Workforce Now 7%

**hsa-and-fsa-administration**: HealthEquity 29%, Lively 15%, Fidelity HSA 10%, Forma 6%, WEX Benefits 6%

**internal-communications-and-intranet**: Microsoft Teams 14%, Simpplr 12%, Connecteam 11%, Microsoft SharePoint 11%, Slack 9%

**internal-talent-marketplace**: Fuel50 47%, Engagedly 11%, Clous Internal Mobility 9%, TalentGuard 6%, 365Talents 4%

**interview-scheduling**: Calendly 20%, GoodTime 16%, Lever 11%, ModernLoop 9%, Cal.com 8%

**job-advertising-and-distribution**: JobTarget 23%, Appcast 15%, Joveo 12%, Talroo 10%, Workable 8%

**learning-experience-platforms**: 360Learning 26%, GoSkills 18%, TalentLMS 14%, Absorb LMS 12%, Learn Amp 12%

**learning-management-systems**: TalentLMS 51%, Absorb LMS 15%, LearnUpon 9%, 360Learning 6%, ProProfs Training Maker 6%

**leave-and-absence-management**: BambooHR 28%, LeaveBoard 14%, Vacation Tracker 12%, Rippling 11%, HiBob 7%

**mentoring-software**: Together 28%, Mentorloop 15%, MentorcliQ 9%, PushFar 9%, Chronus 6%

**online-course-libraries**: Udemy Business 48%, LinkedIn Learning 22%, TalentLMS 8%, Go1 5%, 360Learning 2%

**org-charts-and-org-design**: ChartHop 30%, draw.io 11%, Organimi 9%, Creately 8%, Pingboard 8%

**pay-equity**: PayAnalytics 12%, Syndio 12%, Payscale 11%, Gusto 9%, CompUp 7%

**payroll-software**: Rippling 20%, ADP Workforce Now 19%, Patriot Payroll 17%, ADP 9%, Paycom 7%

**peo-providers**: Justworks 24%, ADP TotalSource 22%, TriNet 14%, Paychex PEO 12%, Rippling 10%

**people-analytics**: Crunchr 22%, ChartHop 21%, HiBob 19%, BambooHR 9%, Factorial 3%

**performance-management**: Lattice 43%, Effy AI 12%, Zoho People 11%, 15Five 9%, Leapsome 5%

**recognition-and-rewards**: Bonusly 29%, Nectar 22%, Awardco 12%, Matter 10%, Achievers 8%

**recruiting-crm-and-sourcing**: Gem 15%, Lever 15%, Manatal 15%, hireEZ 8%, Zoho Recruit 6%

**recruitment-marketing-and-career-sites**: Teamtailor 23%, Zoho Recruit 10%, Breezy HR 7%, Gem 7%, TalentLyft 7%

**skills-intelligence**: Skills Base 18%, TalentGuard 13%, iMocha 9%, 365Talents 7%, TechWolf 7%

**staffing-agency-platforms**: Bullhorn 22%, Zoho Recruit 22%, Manatal 10%, Recruit CRM 8%, Lever 5%

**succession-planning**: Lattice 28%, Engagedly 11%, SuccessionNow 11%, Teamflect 7%, HiBob 5%

**talent-intelligence**: Pin 27%, Gem 14%, hireEZ 10%, Eightfold AI 8%, Fuel50 6%

**technical-hiring-assessments**: HackerRank 17%, CodeSignal 16%, CoderPad 10%, Coderbyte 10%, TestGorilla 10%

**time-and-attendance**: Clockify 12%, Paylocity 12%, ADP Workforce Now 10%, BigTime 10%, Homebase 10%

**video-interviewing**: Spark Hire 50%, Willo 8%, 1Way Interview 6%, Hireflix 6%, Hirevire 6%

**whistleblowing-and-investigations**: FaceUp 25%, Whistlelink 13%, NAVEX One 8%, Whispli 8%, GlobaLeaks 6%

**workforce-management-suites**: Rippling 17%, ADP Workforce Now 13%, Homebase 13%, Zoho People 11%, UKG Pro / UKG Ready 6%

**workforce-planning**: ChartHop 37%, Homebase 12%, Abacum 9%, HiBob 5%, Planful 5%

**workforce-scheduling**: Deputy 37%, Sling 24%, Connecteam 10%, Homebase 6%, When I Work 6%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: SurveyMonkey (7 models, 5 hard; 9 of 13 labels negative), Culture Amp (5 models, 1 hard; 6 of 47 labels negative), Google Forms (4 models, 4 hard; 6 of 8 labels negative), Jotform (3 models, 3 hard; 3 of 3 labels negative)
- **401k-providers**: MassMutual (5 models, 1 hard; 5 of 6 labels negative), John Hancock (4 models, 3 hard; 4 of 9 labels negative), Ascensus (3 models, 2 hard; 3 of 5 labels negative), Guideline (3 models, 2 hard; 3 of 32 labels negative)
- **ai-recruiting-assistants**: Workday Recruiting (9 models, 7 hard; 9 of 12 labels negative), HireVue (7 models, 4 hard; 8 of 23 labels negative), Eightfold AI (6 models, 4 hard; 10 of 26 labels negative), Paradox (5 models, 1 hard; 6 of 27 labels negative)
- **applicant-tracking-systems**: Workday Recruiting (9 models, 7 hard; 11 of 20 labels negative), iCIMS (9 models, 4 hard; 12 of 26 labels negative), Oracle Taleo (6 models, 5 hard; 8 of 10 labels negative), SAP SuccessFactors Recruiting (4 models, 2 hard; 4 of 6 labels negative)
- **background-screening**: TruthFinder (10 models, 9 hard; 12 of 16 labels negative), Instant Checkmate (9 models, 8 hard; 10 of 11 labels negative), HireRight (6 models, 3 hard; 10 of 34 labels negative), Sterling (6 models, 3 hard; 8 of 25 labels negative)
- **benefits-administration**: Gusto (8 models, 1 hard; 11 of 44 labels negative), Benefitfocus (7 models, 3 hard; 7 of 22 labels negative), ADP Workforce Now (7 models, 1 hard; 7 of 50 labels negative), Rippling (6 models; 7 of 42 labels negative)
- **candidate-assessment**: TestGorilla (6 models, 1 hard; 6 of 53 labels negative), HireVue (5 models, 4 hard; 6 of 19 labels negative), ProctorU (4 models, 3 hard; 4 of 4 labels negative), Criteria Corp (4 models, 2 hard; 5 of 35 labels negative)
- **coaching-platforms**: BetterUp (10 models, 8 hard; 21 of 40 labels negative), CoachHub (9 models, 5 hard; 12 of 40 labels negative), Coaches Console (3 models, 3 hard; 3 of 3 labels negative), Lurn (3 models, 3 hard; 3 of 3 labels negative)
- **compensation-benchmarking-data**: Mercer Total Remuneration Survey (9 models, 4 hard; 17 of 33 labels negative), Radford (9 models, 1 hard; 14 of 28 labels negative), Glassdoor (6 models, 3 hard; 10 of 10 labels negative), Willis Towers Watson (5 models, 4 hard; 5 of 9 labels negative)
- **compensation-management**: Workday Compensation (7 models, 2 hard; 11 of 23 labels negative), beqom (5 models, 3 hard; 8 of 17 labels negative), HiBob (5 models; 5 of 21 labels negative), Lattice Compensation (5 models; 5 of 19 labels negative)
- **compliance-training**: Compliance Training Online (6 models, 4 hard; 6 of 7 labels negative), 360training (4 models, 3 hard; 4 of 6 labels negative), NAVEX (4 models; 4 of 25 labels negative), Cornerstone OnDemand (3 models; 3 of 6 labels negative)
- **contingent-workforce-management**: SAP Fieldglass (11 models, 6 hard; 25 of 44 labels negative), Beeline (8 models, 5 hard; 19 of 48 labels negative), Upwork (6 models, 3 hard; 7 of 23 labels negative), Workday VNDLY (6 models, 2 hard; 6 of 26 labels negative)
- **course-authoring-tools**: Adobe Captivate (10 models, 4 hard; 15 of 47 labels negative), Articulate Storyline (5 models, 2 hard; 5 of 14 labels negative), Articulate 360 (5 models, 1 hard; 6 of 37 labels negative), Articulate Rise 360 (4 models; 4 of 15 labels negative)
- **earned-wage-access**: EarnIn (10 models, 8 hard; 11 of 31 labels negative), Dave (8 models, 6 hard; 9 of 11 labels negative), DailyPay (8 models, 4 hard; 12 of 58 labels negative), MoneyLion – Instacash (7 models, 6 hard; 7 of 8 labels negative)
- **employee-engagement-surveys**: Culture Amp (6 models, 3 hard; 7 of 42 labels negative), Qualtrics EmployeeXM (3 models, 1 hard; 4 of 11 labels negative), SurveyMonkey (3 models; 3 of 7 labels negative), Lattice (2 models, 2 hard; 2 of 31 labels negative)
- **employee-giving-and-volunteering**: Benevity Enterprise Impact Platform (13 models, 9 hard; 36 of 61 labels negative), YourCause (9 models, 7 hard; 17 of 34 labels negative), CyberGrants (6 models, 2 hard; 6 of 13 labels negative), Bonterra (4 models, 1 hard; 4 of 7 labels negative)
- **employee-monitoring**: Teramind (9 models, 5 hard; 9 of 48 labels negative), Time Doctor (7 models, 1 hard; 7 of 31 labels negative), Hubstaff (6 models, 2 hard; 7 of 44 labels negative), StaffCop (4 models, 3 hard; 4 of 4 labels negative)
- **employee-onboarding**: BambooHR (7 models; 8 of 63 labels negative), Workday (5 models, 1 hard; 6 of 18 labels negative), Rippling (4 models; 4 of 48 labels negative), ADP RUN (2 models, 1 hard; 2 of 2 labels negative)
- **employee-wellbeing-and-mental-health**: BetterHelp (11 models, 10 hard; 11 of 18 labels negative), Cerebral (8 models, 7 hard; 8 of 8 labels negative), Talkspace (8 models, 7 hard; 8 of 12 labels negative), Calm Health (7 models, 5 hard; 8 of 25 labels negative)
- **financial-wellness-platforms**: EarnIn (3 models, 2 hard; 3 of 4 labels negative), DailyPay (3 models, 1 hard; 3 of 14 labels negative), MoneyLion (3 models, 1 hard; 3 of 4 labels negative), Brigit (2 models, 1 hard; 2 of 2 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Forma (7 models, 2 hard; 7 of 51 labels negative), Gusto (6 models, 1 hard; 7 of 13 labels negative), Benefitfocus (5 models, 3 hard; 6 of 12 labels negative), Ben (3 models, 1 hard; 3 of 6 labels negative)
- **frontline-employee-apps**: WhatsApp (10 models, 10 hard; 10 of 12 labels negative), Telegram (9 models, 9 hard; 9 of 9 labels negative), Microsoft 365 for Frontline Workers (9 models, 6 hard; 12 of 24 labels negative), Facebook Messenger (8 models, 8 hard; 8 of 8 labels negative)
- **global-payroll-and-employer-of-record**: Remote (11 models; 13 of 57 labels negative), Deel (10 models, 1 hard; 15 of 64 labels negative), Papaya Global (8 models, 2 hard; 8 of 42 labels negative), G-P (7 models; 7 of 16 labels negative)
- **goals-and-okrs**: WorkBoard (8 models; 11 of 34 labels negative), Asana (7 models, 2 hard; 7 of 21 labels negative), Weekdone (6 models, 2 hard; 6 of 31 labels negative), Microsoft Viva Goals (5 models, 8 hard; 11 of 20 labels negative)
- **hr-ai-assistants**: Workday Illuminate (8 models, 4 hard; 8 of 21 labels negative), ChatGPT (6 models, 3 hard; 7 of 14 labels negative), HireVue (6 models, 3 hard; 7 of 7 labels negative), Moveworks (5 models; 6 of 18 labels negative)
- **hr-compliance-and-policy-management**: BambooHR (5 models; 6 of 36 labels negative), Rippling (4 models; 4 of 33 labels negative), Workday (3 models, 1 hard; 3 of 10 labels negative), Notion (3 models; 3 of 3 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (10 models, 1 hard; 22 of 47 labels negative), ADP (4 models, 1 hard; 4 of 5 labels negative), Zendesk (4 models, 1 hard; 4 of 29 labels negative), Dovetail Software (3 models, 2 hard; 3 of 16 labels negative)
- **hris-and-hcm-platforms**: Workday HCM (11 models, 1 hard; 17 of 36 labels negative), UKG Pro (8 models, 4 hard; 10 of 23 labels negative), ADP Workforce Now (7 models, 1 hard; 7 of 42 labels negative), BambooHR (7 models; 9 of 61 labels negative)
- **hsa-and-fsa-administration**: HealthEquity (9 models, 8 hard; 12 of 59 labels negative), HSA Bank (8 models, 6 hard; 10 of 36 labels negative), WEX Benefits (8 models, 2 hard; 8 of 32 labels negative), TASC (4 models, 4 hard; 4 of 15 labels negative)
- **internal-communications-and-intranet**: Microsoft SharePoint (8 models, 1 hard; 10 of 38 labels negative), LumApps (5 models, 1 hard; 5 of 22 labels negative), Simpplr (5 models; 5 of 37 labels negative), Unily (5 models; 7 of 19 labels negative)
- **internal-talent-marketplace**: Fiverr (13 models, 3 hard; 13 of 26 labels negative), Gloat (12 models, 8 hard; 27 of 45 labels negative), Upwork (11 models, 1 hard; 11 of 25 labels negative), Freelancer.com (10 models, 6 hard; 10 of 19 labels negative)
- **interview-scheduling**: Calendly (10 models, 1 hard; 18 of 55 labels negative), Doodle (5 models, 2 hard; 5 of 13 labels negative), GoodTime (5 models, 1 hard; 9 of 49 labels negative), Greenhouse (5 models, 1 hard; 6 of 42 labels negative)
- **job-advertising-and-distribution**: Indeed (10 models, 2 hard; 10 of 32 labels negative), LinkedIn Jobs (10 models, 1 hard; 10 of 26 labels negative), Monster (9 models, 1 hard; 9 of 14 labels negative), CareerBuilder (7 models, 1 hard; 9 of 11 labels negative)
- **learning-experience-platforms**: Degreed (8 models, 3 hard; 13 of 29 labels negative), Udemy Business (8 models, 3 hard; 9 of 13 labels negative), Docebo (8 models, 1 hard; 13 of 44 labels negative), Cornerstone OnDemand (6 models, 4 hard; 9 of 18 labels negative)
- **learning-management-systems**: Moodle (8 models, 1 hard; 9 of 33 labels negative), Blackboard Learn (7 models, 4 hard; 9 of 18 labels negative), Canvas LMS (6 models, 1 hard; 6 of 21 labels negative), Google Classroom (4 models, 1 hard; 6 of 8 labels negative)
- **leave-and-absence-management**: BambooHR (7 models, 1 hard; 8 of 47 labels negative), Vacation Tracker (6 models, 3 hard; 7 of 34 labels negative), ADP Workforce Now (5 models; 5 of 17 labels negative), Gusto (3 models, 2 hard; 3 of 12 labels negative)
- **mentoring-software**: Chronus (6 models; 8 of 42 labels negative), Mentor.me (5 models, 5 hard; 5 of 5 labels negative), MentorCruise (4 models; 4 of 20 labels negative), MentorcliQ (3 models, 1 hard; 5 of 43 labels negative)
- **online-course-libraries**: Udemy Business (7 models, 1 hard; 11 of 66 labels negative), LinkedIn Learning (7 models; 9 of 59 labels negative), Skillshare (5 models, 1 hard; 5 of 17 labels negative), Coursera for Business (4 models; 4 of 54 labels negative)
- **org-charts-and-org-design**: Microsoft Visio (13 models, 6 hard; 21 of 36 labels negative), Lucidchart (11 models, 4 hard; 22 of 57 labels negative), Miro (9 models, 5 hard; 13 of 30 labels negative), SmartDraw (9 models, 1 hard; 11 of 24 labels negative)
- **pay-equity**: Syndio (8 models, 2 hard; 12 of 45 labels negative), Trusaic PayParity (8 models, 1 hard; 11 of 38 labels negative), beqom Pay Equity (7 models; 9 of 20 labels negative), Deel Compensation/Pay Equity (3 models, 3 hard; 3 of 5 labels negative)
- **payroll-software**: ADP (9 models, 2 hard; 10 of 30 labels negative), Paychex Flex (9 models, 2 hard; 9 of 35 labels negative), Gusto (9 models; 13 of 49 labels negative), Paylocity (6 models, 4 hard; 6 of 31 labels negative)
- **peo-providers**: ADP TotalSource (6 models; 7 of 46 labels negative), TriNet (5 models, 1 hard; 7 of 44 labels negative), Insperity (4 models, 1 hard; 5 of 35 labels negative), Gusto (3 models; 3 of 10 labels negative)
- **people-analytics**: Visier (11 models, 5 hard; 19 of 46 labels negative), Workday People Analytics (10 models, 3 hard; 15 of 34 labels negative), Crunchr (7 models, 3 hard; 8 of 48 labels negative), ChartHop (5 models, 1 hard; 5 of 43 labels negative)
- **performance-management**: Workday HCM Performance Management (10 models, 2 hard; 14 of 27 labels negative), SAP SuccessFactors (8 models, 2 hard; 11 of 20 labels negative), Lattice (6 models, 2 hard; 6 of 56 labels negative), BambooHR (5 models, 2 hard; 7 of 28 labels negative)
- **recognition-and-rewards**: Achievers (4 models, 2 hard; 6 of 33 labels negative), Bonusly (4 models, 1 hard; 4 of 57 labels negative), Awardco (3 models, 3 hard; 3 of 36 labels negative), Clearview AI (2 models, 2 hard; 2 of 2 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (6 models, 1 hard; 9 of 34 labels negative), Beamery (4 models, 1 hard; 5 of 7 labels negative), SeekOut (2 models, 1 hard; 2 of 27 labels negative), Alibaba (2 models; 2 of 2 labels negative)
- **recruitment-marketing-and-career-sites**: Phenom (7 models, 2 hard; 11 of 30 labels negative), Beamery (5 models, 2 hard; 9 of 27 labels negative), Jobilla (5 models, 2 hard; 5 of 6 labels negative), Avature (4 models, 1 hard; 4 of 9 labels negative)
- **skills-intelligence**: Gloat (10 models, 1 hard; 11 of 23 labels negative), Eightfold AI (9 models, 2 hard; 17 of 31 labels negative), Skillshare (8 models, 3 hard; 8 of 14 labels negative), Udemy Business (6 models; 7 of 21 labels negative)
- **staffing-agency-platforms**: Bullhorn (8 models, 3 hard; 14 of 50 labels negative), Robert Half (6 models, 3 hard; 6 of 6 labels negative), Teksystems (5 models, 3 hard; 5 of 5 labels negative), Recruit CRM (5 models, 1 hard; 5 of 30 labels negative)
- **succession-planning**: SAP SuccessFactors Succession & Development (10 models, 2 hard; 17 of 33 labels negative), Oracle Fusion Cloud HCM (8 models, 3 hard; 8 of 17 labels negative), Workday Succession Planning (8 models, 3 hard; 13 of 30 labels negative), Excel (5 models, 4 hard; 5 of 5 labels negative)
- **talent-intelligence**: Eightfold AI (12 models, 11 hard; 32 of 59 labels negative), Gloat (9 models, 6 hard; 14 of 33 labels negative), Beamery (8 models, 4 hard; 16 of 33 labels negative), Phenom (7 models, 4 hard; 12 of 30 labels negative)
- **technical-hiring-assessments**: HackerRank (13 models, 5 hard; 14 of 64 labels negative), Codility (10 models, 5 hard; 13 of 53 labels negative), CodeSignal (8 models, 4 hard; 10 of 58 labels negative), TestGorilla (6 models; 9 of 28 labels negative)
- **time-and-attendance**: UKG Pro (5 models, 1 hard; 5 of 19 labels negative), QuickBooks Time (4 models; 4 of 32 labels negative), UKG Pro Workforce Management (3 models, 1 hard; 3 of 6 labels negative), ADP Workforce Now (3 models; 3 of 29 labels negative)
- **video-interviewing**: HireVue (11 models, 11 hard; 29 of 48 labels negative), Spark Hire (10 models, 2 hard; 10 of 57 labels negative), VidCruiter (6 models, 3 hard; 8 of 45 labels negative), Zoom (5 models; 5 of 13 labels negative)
- **whistleblowing-and-investigations**: NAVEX One (5 models, 1 hard; 8 of 36 labels negative), EthicsPoint (3 models; 3 of 11 labels negative), NAVEX EthicsPoint (2 models, 2 hard; 2 of 6 labels negative), Reddit (2 models, 1 hard; 2 of 2 labels negative)
- **workforce-management-suites**: UKG Pro (10 models, 6 hard; 10 of 32 labels negative), Verint Workforce Management (10 models, 5 hard; 10 of 17 labels negative), Workday Workforce Management (9 models, 5 hard; 10 of 27 labels negative), ADP Workforce Now (7 models, 3 hard; 8 of 37 labels negative)
- **workforce-planning**: Anaplan (8 models, 3 hard; 20 of 42 labels negative), Workday Adaptive Planning (6 models, 2 hard; 9 of 36 labels negative), SAP SuccessFactors Workforce Planning (5 models; 5 of 13 labels negative), ADP Workforce Now (4 models; 4 of 9 labels negative)
- **workforce-scheduling**: Calendly (10 models, 2 hard; 10 of 24 labels negative), Google Calendar (4 models, 1 hard; 4 of 9 labels negative), Acuity Scheduling (3 models, 2 hard; 4 of 18 labels negative), FlexBooker (2 models, 2 hard; 2 of 2 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Lattice | 34% | 2% | 48 | endorsed leader |
| 360-feedback | Effy AI | 17% | 0% | 17 | accepted challenger |
| 360-feedback | Leapsome | 11% | 0% | 42 | accepted challenger |
| 360-feedback | FeedbackPulse | 6% | 0% | 12 | accepted challenger |
| 360-feedback | Spidergap | 6% | 9% | 34 | accepted challenger |
| 360-feedback | Culture Amp | 6% | 13% | 47 | accepted challenger |
| 360-feedback | PerformYard | 4% | 0% | 20 | accepted challenger |
| 360-feedback | 15Five | 4% | 6% | 35 | accepted challenger |
| 360-feedback | Primalogik | 2% | 0% | 17 | accepted challenger |
| 360-feedback | Trakstar | 0% | 0% | 13 | accepted challenger |
| 360-feedback | Betterworks | 0% | 0% | 11 | accepted challenger |
| 360-feedback | Small Improvements | 0% | 9% | 11 | accepted challenger |
| 360-feedback | EchoSpan | 0% | 23% | 13 | accepted challenger |
| 360-feedback | SurveyMonkey | 0% | 69% | 13 | criticized challenger |
| 401k-providers | Human Interest | 20% | 7% | 42 | accepted challenger |
| 401k-providers | Guideline | 20% | 9% | 32 | accepted challenger |
| 401k-providers | ADP Retirement Services | 16% | 12% | 41 | accepted challenger |
| 401k-providers | Fidelity Investments | 13% | 4% | 23 | accepted challenger |
| 401k-providers | Fidelity Advantage 401 | 9% | 0% | 36 | accepted challenger |
| 401k-providers | Empower Retirement | 7% | 0% | 38 | accepted challenger |
| 401k-providers | Vanguard | 5% | 4% | 46 | accepted challenger |
| 401k-providers | Principal | 2% | 8% | 13 | accepted challenger |
| 401k-providers | Charles Schwab | 0% | 0% | 18 | accepted challenger |
| 401k-providers | Betterment at Work | 0% | 10% | 10 | accepted challenger |
| 401k-providers | T. Rowe Price | 0% | 20% | 10 | accepted challenger |
| 401k-providers | Paychex | 0% | 27% | 11 | criticized challenger |
| ai-recruiting-assistants | Manatal | 31% | 0% | 24 | endorsed leader |
| ai-recruiting-assistants | Workable | 22% | 4% | 26 | accepted challenger |
| ai-recruiting-assistants | Greenhouse | 10% | 23% | 26 | accepted challenger |
| ai-recruiting-assistants | Zoho Recruit | 8% | 0% | 13 | accepted challenger |
| ai-recruiting-assistants | Gem | 6% | 0% | 13 | accepted challenger |
| ai-recruiting-assistants | Humanly | 4% | 10% | 10 | accepted challenger |
| ai-recruiting-assistants | Ashby | 4% | 17% | 12 | accepted challenger |
| ai-recruiting-assistants | Juicebox | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | HireVue | 2% | 35% | 23 | criticized challenger |
| ai-recruiting-assistants | Eightfold AI | 2% | 38% | 26 | criticized challenger |
| ai-recruiting-assistants | SeekOut | 0% | 0% | 18 | accepted challenger |
| ai-recruiting-assistants | hireEZ | 0% | 6% | 18 | accepted challenger |
| ai-recruiting-assistants | Lever | 0% | 20% | 20 | accepted challenger |
| ai-recruiting-assistants | Paradox | 0% | 22% | 27 | accepted challenger |
| ai-recruiting-assistants | Workday Recruiting | 0% | 75% | 12 | criticized challenger |
| applicant-tracking-systems | Greenhouse | 40% | 4% | 55 | endorsed leader |
| applicant-tracking-systems | Breezy HR | 12% | 4% | 23 | accepted challenger |
| applicant-tracking-systems | Ashby | 10% | 0% | 32 | accepted challenger |
| applicant-tracking-systems | Zoho Recruit | 9% | 0% | 28 | accepted challenger |
| applicant-tracking-systems | Workable | 9% | 8% | 37 | accepted challenger |
| applicant-tracking-systems | Lever | 7% | 2% | 44 | accepted challenger |
| applicant-tracking-systems | Pinpoint | 3% | 0% | 18 | accepted challenger |
| applicant-tracking-systems | Manatal | 3% | 9% | 11 | accepted challenger |
| applicant-tracking-systems | Rippling | 0% | 0% | 12 | accepted challenger |
| applicant-tracking-systems | BambooHR | 0% | 7% | 15 | accepted challenger |
| applicant-tracking-systems | SmartRecruiters | 0% | 7% | 14 | accepted challenger |
| applicant-tracking-systems | JazzHR | 0% | 9% | 23 | accepted challenger |
| applicant-tracking-systems | iCIMS | 0% | 46% | 26 | criticized challenger |
| applicant-tracking-systems | Workday Recruiting | 0% | 55% | 20 | criticized challenger |
| applicant-tracking-systems | Oracle Taleo | 0% | 80% | 10 | criticized challenger |
| background-screening | Checkr | 31% | 8% | 48 | endorsed leader |
| background-screening | GoodHire | 16% | 0% | 42 | accepted challenger |
| background-screening | BackgroundChecks.com | 11% | 10% | 20 | accepted challenger |
| background-screening | Verified First | 7% | 0% | 14 | accepted challenger |
| background-screening | Certn | 7% | 3% | 29 | accepted challenger |
| background-screening | Accurate Background | 4% | 11% | 37 | accepted challenger |
| background-screening | HireRight | 2% | 29% | 34 | criticized challenger |
| background-screening | Sterling | 2% | 32% | 25 | criticized challenger |
| background-screening | First Advantage | 0% | 12% | 26 | accepted challenger |
| background-screening | Intelius | 0% | 50% | 10 | criticized challenger |
| background-screening | TruthFinder | 0% | 75% | 16 | criticized challenger |
| background-screening | Instant Checkmate | 0% | 91% | 11 | criticized challenger |
| benefits-administration | Gusto | 20% | 25% | 44 | criticized challenger |
| benefits-administration | ADP Workforce Now | 18% | 14% | 50 | accepted challenger |
| benefits-administration | Employee Navigator | 14% | 0% | 32 | accepted challenger |
| benefits-administration | Rippling | 14% | 17% | 42 | accepted challenger |
| benefits-administration | PlanSource | 6% | 16% | 31 | accepted challenger |
| benefits-administration | Namely | 6% | 21% | 14 | accepted challenger |
| benefits-administration | Paylocity | 2% | 5% | 19 | accepted challenger |
| benefits-administration | Paycor | 2% | 10% | 20 | accepted challenger |
| benefits-administration | BambooHR | 2% | 19% | 27 | accepted challenger |
| benefits-administration | Businessolver | 0% | 13% | 15 | accepted challenger |
| benefits-administration | bswift | 0% | 22% | 18 | accepted challenger |
| benefits-administration | Workday HCM | 0% | 23% | 22 | accepted challenger |
| benefits-administration | Benefitfocus | 0% | 32% | 22 | criticized challenger |
| candidate-assessment | TestGorilla | 52% | 11% | 53 | endorsed leader |
| candidate-assessment | Criteria Corp | 19% | 14% | 35 | accepted challenger |
| candidate-assessment | CodeSignal | 2% | 8% | 13 | accepted challenger |
| candidate-assessment | Testlify | 2% | 8% | 12 | accepted challenger |
| candidate-assessment | HackerRank | 2% | 9% | 23 | accepted challenger |
| candidate-assessment | Bryq | 0% | 0% | 10 | accepted challenger |
| candidate-assessment | Harver | 0% | 0% | 10 | accepted challenger |
| candidate-assessment | Vervoe | 0% | 4% | 25 | accepted challenger |
| candidate-assessment | Codility | 0% | 13% | 15 | accepted challenger |
| candidate-assessment | SHL | 0% | 15% | 13 | accepted challenger |
| candidate-assessment | The Predictive Index | 0% | 20% | 15 | accepted challenger |
| candidate-assessment | HireVue | 0% | 32% | 19 | criticized challenger |
| coaching-platforms | Growthspace | 20% | 4% | 23 | accepted challenger |
| coaching-platforms | Exec | 16% | 0% | 15 | accepted challenger |
| coaching-platforms | Torch | 11% | 15% | 20 | accepted challenger |
| coaching-platforms | 15Five | 9% | 0% | 11 | accepted challenger |
| coaching-platforms | Lattice | 9% | 9% | 11 | accepted challenger |
| coaching-platforms | Simply.Coach | 5% | 0% | 10 | accepted challenger |
| coaching-platforms | Boon Health | 5% | 6% | 16 | accepted challenger |
| coaching-platforms | CoachHub | 4% | 30% | 40 | criticized challenger |
| coaching-platforms | BetterUp | 4% | 52% | 40 | criticized challenger |
| coaching-platforms | EZRA | 2% | 9% | 11 | accepted challenger |
| coaching-platforms | Paperbell | 0% | 0% | 12 | accepted challenger |
| coaching-platforms | CoachAccountable | 0% | 0% | 12 | accepted challenger |
| coaching-platforms | Kajabi | 0% | 18% | 11 | accepted challenger |
| compensation-benchmarking-data | Pave | 19% | 4% | 27 | accepted challenger |
| compensation-benchmarking-data | Payscale | 19% | 14% | 35 | accepted challenger |
| compensation-benchmarking-data | SalaryCube | 10% | 8% | 12 | accepted challenger |
| compensation-benchmarking-data | Salary.com CompAnalyst | 9% | 4% | 24 | accepted challenger |
| compensation-benchmarking-data | Comprehensive.io | 7% | 0% | 10 | accepted challenger |
| compensation-benchmarking-data | Ravio | 7% | 4% | 26 | accepted challenger |
| compensation-benchmarking-data | Radford | 5% | 50% | 28 | criticized challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 3% | 52% | 33 | criticized challenger |
| compensation-benchmarking-data | WTW | 2% | 58% | 12 | criticized challenger |
| compensation-benchmarking-data | Figures | 0% | 0% | 13 | accepted challenger |
| compensation-benchmarking-data | Gartner | 0% | 0% | 12 | accepted challenger |
| compensation-benchmarking-data | APQC | 0% | 0% | 10 | accepted challenger |
| compensation-benchmarking-data | Glassdoor | 0% | 100% | 10 | criticized challenger |
| compensation-management | Pave | 18% | 6% | 34 | accepted challenger |
| compensation-management | CompUp | 9% | 0% | 14 | accepted challenger |
| compensation-management | Comprehensive | 9% | 0% | 16 | accepted challenger |
| compensation-management | Ravio | 9% | 7% | 29 | accepted challenger |
| compensation-management | CaptivateIQ | 5% | 6% | 18 | accepted challenger |
| compensation-management | Paycom | 4% | 12% | 17 | accepted challenger |
| compensation-management | BambooHR Compensation | 4% | 15% | 13 | accepted challenger |
| compensation-management | HiBob | 4% | 24% | 21 | accepted challenger |
| compensation-management | Lattice Compensation | 4% | 26% | 19 | criticized challenger |
| compensation-management | Payscale | 2% | 14% | 21 | accepted challenger |
| compensation-management | Salary.com | 0% | 11% | 19 | accepted challenger |
| compensation-management | beqom | 0% | 47% | 17 | criticized challenger |
| compensation-management | Workday Compensation | 0% | 48% | 23 | criticized challenger |
| compliance-training | Traliant | 22% | 3% | 39 | accepted challenger |
| compliance-training | TalentLMS | 14% | 0% | 24 | accepted challenger |
| compliance-training | BizLibrary | 12% | 5% | 20 | accepted challenger |
| compliance-training | Ethena | 10% | 0% | 12 | accepted challenger |
| compliance-training | Absorb LMS | 8% | 0% | 17 | accepted challenger |
| compliance-training | EasyLlama | 8% | 0% | 42 | accepted challenger |
| compliance-training | SC Training | 8% | 0% | 14 | accepted challenger |
| compliance-training | iSpring Learn | 2% | 0% | 12 | accepted challenger |
| compliance-training | Emtrain | 2% | 0% | 12 | accepted challenger |
| compliance-training | LRN | 0% | 0% | 10 | accepted challenger |
| compliance-training | Everfi | 0% | 8% | 13 | accepted challenger |
| compliance-training | KnowBe4 Compliance Plus | 0% | 9% | 11 | accepted challenger |
| compliance-training | SAI360 | 0% | 9% | 11 | accepted challenger |
| compliance-training | Skillsoft Percipio | 0% | 11% | 19 | accepted challenger |
| compliance-training | NAVEX | 0% | 16% | 25 | accepted challenger |
| contingent-workforce-management | VectorVMS | 16% | 4% | 23 | accepted challenger |
| contingent-workforce-management | Worksuite | 14% | 0% | 27 | accepted challenger |
| contingent-workforce-management | SimplifyVMS | 12% | 0% | 23 | accepted challenger |
| contingent-workforce-management | Beeline | 9% | 40% | 48 | criticized challenger |
| contingent-workforce-management | Conexis VMS | 7% | 0% | 15 | accepted challenger |
| contingent-workforce-management | Worksome | 7% | 6% | 17 | accepted challenger |
| contingent-workforce-management | Deel | 7% | 11% | 18 | accepted challenger |
| contingent-workforce-management | Magnit | 5% | 24% | 21 | accepted challenger |
| contingent-workforce-management | Workday VNDLY | 2% | 23% | 26 | accepted challenger |
| contingent-workforce-management | Upwork | 2% | 30% | 23 | criticized challenger |
| contingent-workforce-management | SAP Fieldglass | 2% | 57% | 44 | criticized challenger |
| contingent-workforce-management | Fiverr | 0% | 27% | 15 | criticized challenger |
| course-authoring-tools | Articulate 360 | 30% | 16% | 37 | endorsed leader |
| course-authoring-tools | H5P | 20% | 0% | 19 | accepted challenger |
| course-authoring-tools | iSpring Suite | 16% | 4% | 51 | accepted challenger |
| course-authoring-tools | dominKnow | ONE | 2% | 0% | 16 | accepted challenger |
| course-authoring-tools | Elucidat | 2% | 0% | 18 | accepted challenger |
| course-authoring-tools | Easygenerator | 2% | 3% | 30 | accepted challenger |
| course-authoring-tools | Adapt Learning | 2% | 10% | 10 | accepted challenger |
| course-authoring-tools | Articulate Rise 360 | 2% | 27% | 15 | criticized challenger |
| course-authoring-tools | Adobe Captivate | 2% | 32% | 47 | criticized challenger |
| course-authoring-tools | Articulate Storyline | 2% | 36% | 14 | criticized challenger |
| course-authoring-tools | Lectora | 0% | 7% | 14 | accepted challenger |
| earned-wage-access | Tapcheck | 38% | 0% | 41 | endorsed leader |
| earned-wage-access | ZayZoon | 24% | 5% | 39 | accepted challenger |
| earned-wage-access | DailyPay | 9% | 21% | 58 | accepted challenger |
| earned-wage-access | Rain | 4% | 0% | 27 | accepted challenger |
| earned-wage-access | Branch | 4% | 9% | 22 | accepted challenger |
| earned-wage-access | Payactiv | 4% | 12% | 51 | accepted challenger |
| earned-wage-access | EarnIn | 4% | 35% | 31 | criticized challenger |
| earned-wage-access | Chime Workplace | 2% | 8% | 12 | accepted challenger |
| earned-wage-access | Clair | 2% | 9% | 11 | accepted challenger |
| earned-wage-access | Dave | 0% | 82% | 11 | criticized challenger |
| employee-engagement-surveys | Culture Amp | 37% | 17% | 42 | endorsed leader |
| employee-engagement-surveys | Workleap Officevibe | 13% | 6% | 35 | accepted challenger |
| employee-engagement-surveys | Leapsome | 12% | 6% | 17 | accepted challenger |
| employee-engagement-surveys | Lattice | 10% | 6% | 31 | accepted challenger |
| employee-engagement-surveys | 15Five Engage | 5% | 0% | 28 | accepted challenger |
| employee-engagement-surveys | FeedbackPulse | 5% | 0% | 10 | accepted challenger |
| employee-engagement-surveys | Microsoft Viva Glint | 2% | 0% | 10 | accepted challenger |
| employee-engagement-surveys | Qualtrics EmployeeXM | 2% | 36% | 11 | criticized challenger |
| employee-giving-and-volunteering | Millie | 22% | 3% | 33 | accepted challenger |
| employee-giving-and-volunteering | Selflessly | 20% | 3% | 30 | accepted challenger |
| employee-giving-and-volunteering | Uncommon Giving | 10% | 6% | 32 | accepted challenger |
| employee-giving-and-volunteering | Bright Funds | 8% | 6% | 16 | accepted challenger |
| employee-giving-and-volunteering | Groundswell | 7% | 5% | 20 | accepted challenger |
| employee-giving-and-volunteering | YourCause | 3% | 50% | 34 | criticized challenger |
| employee-giving-and-volunteering | Benevity Enterprise Impact Platform | 3% | 59% | 61 | criticized challenger |
| employee-giving-and-volunteering | Deed | 2% | 12% | 16 | accepted challenger |
| employee-giving-and-volunteering | Goodera | 0% | 6% | 16 | accepted challenger |
| employee-giving-and-volunteering | CyberGrants | 0% | 46% | 13 | criticized challenger |
| employee-monitoring | ActivTrak | 33% | 6% | 51 | endorsed leader |
| employee-monitoring | Insightful | 16% | 2% | 41 | accepted challenger |
| employee-monitoring | Apploye | 12% | 9% | 11 | accepted challenger |
| employee-monitoring | Hubstaff | 8% | 16% | 44 | accepted challenger |
| employee-monitoring | Teramind | 4% | 19% | 48 | accepted challenger |
| employee-monitoring | DeskTime | 2% | 0% | 18 | accepted challenger |
| employee-monitoring | Time Doctor | 2% | 23% | 31 | accepted challenger |
| employee-onboarding | Rippling | 25% | 8% | 48 | accepted challenger |
| employee-onboarding | BambooHR | 22% | 13% | 63 | accepted challenger |
| employee-onboarding | Zoho People | 15% | 0% | 11 | accepted challenger |
| employee-onboarding | HiBob | 11% | 4% | 26 | accepted challenger |
| employee-onboarding | Personio | 5% | 0% | 14 | accepted challenger |
| employee-onboarding | Connecteam | 5% | 9% | 11 | accepted challenger |
| employee-onboarding | Gusto | 4% | 7% | 27 | accepted challenger |
| employee-onboarding | Deel | 2% | 0% | 23 | accepted challenger |
| employee-onboarding | Paycor | 2% | 10% | 10 | accepted challenger |
| employee-onboarding | Paylocity | 0% | 0% | 11 | accepted challenger |
| employee-onboarding | Enboarder | 0% | 8% | 13 | accepted challenger |
| employee-onboarding | Workday | 0% | 33% | 18 | criticized challenger |
| employee-wellbeing-and-mental-health | Wellable | 22% | 0% | 33 | accepted challenger |
| employee-wellbeing-and-mental-health | Spring Health | 13% | 0% | 29 | accepted challenger |
| employee-wellbeing-and-mental-health | Modern Health | 13% | 7% | 15 | accepted challenger |
| employee-wellbeing-and-mental-health | YuMuuv | 11% | 0% | 12 | accepted challenger |
| employee-wellbeing-and-mental-health | Vantage Fit | 9% | 0% | 20 | accepted challenger |
| employee-wellbeing-and-mental-health | Lyra Health | 9% | 6% | 17 | accepted challenger |
| employee-wellbeing-and-mental-health | Woliba | 4% | 0% | 10 | accepted challenger |
| employee-wellbeing-and-mental-health | Personify Health | 2% | 13% | 15 | accepted challenger |
| employee-wellbeing-and-mental-health | Headspace | 2% | 24% | 29 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellhub | 0% | 0% | 16 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 0% | 32% | 25 | criticized challenger |
| employee-wellbeing-and-mental-health | BetterHelp | 0% | 61% | 18 | criticized challenger |
| employee-wellbeing-and-mental-health | Talkspace | 0% | 67% | 12 | criticized challenger |
| financial-wellness-platforms | LearnLux | 24% | 3% | 31 | accepted challenger |
| financial-wellness-platforms | Origin | 10% | 0% | 16 | accepted challenger |
| financial-wellness-platforms | Tapcheck | 7% | 0% | 10 | accepted challenger |
| financial-wellness-platforms | BrightPlan | 5% | 8% | 13 | accepted challenger |
| financial-wellness-platforms | SmartDollar | 2% | 6% | 17 | accepted challenger |
| financial-wellness-platforms | Your Money Line | 2% | 6% | 16 | accepted challenger |
| financial-wellness-platforms | Financial Finesse | 0% | 0% | 18 | accepted challenger |
| financial-wellness-platforms | Payactiv | 0% | 14% | 14 | accepted challenger |
| financial-wellness-platforms | DailyPay | 0% | 21% | 14 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 40% | 2% | 41 | endorsed leader |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 18% | 6% | 49 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 16% | 14% | 51 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | JOON | 8% | 0% | 13 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Rippling | 4% | 8% | 13 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Fringe | 2% | 0% | 15 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | ThrivePass | 2% | 5% | 19 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Espresa | 0% | 0% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benefitfocus | 0% | 50% | 12 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Gusto | 0% | 54% | 13 | criticized challenger |
| frontline-employee-apps | Connecteam | 49% | 0% | 58 | endorsed leader |
| frontline-employee-apps | Blink | 20% | 2% | 49 | accepted challenger |
| frontline-employee-apps | Beekeeper | 4% | 0% | 26 | accepted challenger |
| frontline-employee-apps | Staffbase | 4% | 19% | 32 | accepted challenger |
| frontline-employee-apps | MangoApps | 2% | 0% | 21 | accepted challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 2% | 50% | 24 | criticized challenger |
| frontline-employee-apps | Flip | 0% | 0% | 10 | accepted challenger |
| frontline-employee-apps | WorkJam | 0% | 6% | 17 | accepted challenger |
| frontline-employee-apps | Firstup | 0% | 17% | 12 | accepted challenger |
| frontline-employee-apps | Workvivo | 0% | 24% | 17 | accepted challenger |
| frontline-employee-apps | Slack | 0% | 67% | 18 | criticized challenger |
| frontline-employee-apps | WhatsApp | 0% | 83% | 12 | criticized challenger |
| global-payroll-and-employer-of-record | Deel | 30% | 23% | 64 | accepted challenger |
| global-payroll-and-employer-of-record | RemoFirst | 20% | 4% | 26 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 13% | 14% | 43 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 9% | 19% | 42 | accepted challenger |
| global-payroll-and-employer-of-record | Remote | 7% | 23% | 57 | accepted challenger |
| global-payroll-and-employer-of-record | Remote People | 4% | 9% | 11 | accepted challenger |
| global-payroll-and-employer-of-record | Multiplier | 2% | 3% | 31 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 0% | 21% | 33 | accepted challenger |
| global-payroll-and-employer-of-record | G-P | 0% | 44% | 16 | criticized challenger |
| goals-and-okrs | Perdoo | 24% | 2% | 44 | accepted challenger |
| goals-and-okrs | Tability | 22% | 0% | 32 | accepted challenger |
| goals-and-okrs | Lattice | 13% | 13% | 38 | accepted challenger |
| goals-and-okrs | OKRs Tool | 11% | 13% | 15 | accepted challenger |
| goals-and-okrs | Mooncamp | 7% | 4% | 26 | accepted challenger |
| goals-and-okrs | Profit.co | 7% | 9% | 34 | accepted challenger |
| goals-and-okrs | Betterworks | 2% | 23% | 26 | accepted challenger |
| goals-and-okrs | ClickUp | 2% | 25% | 20 | criticized challenger |
| goals-and-okrs | WorkBoard | 2% | 32% | 34 | criticized challenger |
| goals-and-okrs | 15Five | 0% | 6% | 18 | accepted challenger |
| goals-and-okrs | Weekdone | 0% | 19% | 31 | accepted challenger |
| goals-and-okrs | Quantive | 0% | 29% | 24 | criticized challenger |
| goals-and-okrs | Asana | 0% | 33% | 21 | criticized challenger |
| goals-and-okrs | Microsoft Viva Goals | 0% | 55% | 20 | criticized challenger |
| hr-ai-assistants | MeBeBot | 21% | 0% | 18 | accepted challenger |
| hr-ai-assistants | Leena AI | 12% | 10% | 31 | accepted challenger |
| hr-ai-assistants | Rippling | 10% | 6% | 16 | accepted challenger |
| hr-ai-assistants | HiBob | 8% | 0% | 15 | accepted challenger |
| hr-ai-assistants | Workativ Assistant | 8% | 12% | 17 | accepted challenger |
| hr-ai-assistants | ChatGPT | 8% | 50% | 14 | criticized challenger |
| hr-ai-assistants | Lattice | 6% | 0% | 15 | accepted challenger |
| hr-ai-assistants | Claude | 6% | 50% | 10 | criticized challenger |
| hr-ai-assistants | Moveworks | 2% | 33% | 18 | criticized challenger |
| hr-ai-assistants | Ask BambooHR | 0% | 14% | 21 | accepted challenger |
| hr-ai-assistants | Workday Illuminate | 0% | 38% | 21 | criticized challenger |
| hr-compliance-and-policy-management | Rippling | 19% | 12% | 33 | accepted challenger |
| hr-compliance-and-policy-management | Gusto | 13% | 0% | 26 | accepted challenger |
| hr-compliance-and-policy-management | Trainual | 11% | 0% | 10 | accepted challenger |
| hr-compliance-and-policy-management | Mitratech Mineral | 7% | 0% | 12 | accepted challenger |
| hr-compliance-and-policy-management | ADP Workforce Now | 6% | 5% | 21 | accepted challenger |
| hr-compliance-and-policy-management | Paycor | 4% | 5% | 19 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 4% | 17% | 36 | accepted challenger |
| hr-compliance-and-policy-management | SixFifty | 2% | 0% | 19 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 2% | 9% | 23 | accepted challenger |
| hr-compliance-and-policy-management | Justworks | 0% | 0% | 13 | accepted challenger |
| hr-compliance-and-policy-management | Paylocity | 0% | 0% | 13 | accepted challenger |
| hr-compliance-and-policy-management | Workday | 0% | 30% | 10 | criticized challenger |
| hr-help-desk-and-case-management | Zoho Desk | 19% | 0% | 21 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 12% | 0% | 31 | accepted challenger |
| hr-help-desk-and-case-management | HappyFox Help Desk | 10% | 0% | 11 | accepted challenger |
| hr-help-desk-and-case-management | Zendesk | 8% | 14% | 29 | accepted challenger |
| hr-help-desk-and-case-management | Dovetail Software | 6% | 19% | 16 | accepted challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 6% | 47% | 47 | criticized challenger |
| hr-help-desk-and-case-management | BambooHR | 2% | 0% | 16 | accepted challenger |
| hr-help-desk-and-case-management | Jira Service Management | 2% | 5% | 20 | accepted challenger |
| hr-help-desk-and-case-management | Paylocity | 0% | 30% | 10 | criticized challenger |
| hr-help-desk-and-case-management | Workday HR Service Delivery | 0% | 33% | 12 | criticized challenger |
| hris-and-hcm-platforms | Rippling | 26% | 8% | 49 | accepted challenger |
| hris-and-hcm-platforms | Zoho People | 24% | 0% | 13 | accepted challenger |
| hris-and-hcm-platforms | HiBob | 11% | 0% | 34 | accepted challenger |
| hris-and-hcm-platforms | BambooHR | 9% | 15% | 61 | accepted challenger |
| hris-and-hcm-platforms | ADP Workforce Now | 7% | 17% | 42 | accepted challenger |
| hris-and-hcm-platforms | Paylocity | 6% | 8% | 25 | accepted challenger |
| hris-and-hcm-platforms | Gusto | 4% | 24% | 34 | accepted challenger |
| hris-and-hcm-platforms | UKG Pro | 4% | 43% | 23 | criticized challenger |
| hris-and-hcm-platforms | Deel | 2% | 20% | 15 | accepted challenger |
| hris-and-hcm-platforms | Paycor | 2% | 20% | 15 | accepted challenger |
| hris-and-hcm-platforms | Workday HCM | 2% | 47% | 36 | criticized challenger |
| hris-and-hcm-platforms | Paycom | 0% | 33% | 12 | criticized challenger |
| hris-and-hcm-platforms | SAP SuccessFactors | 0% | 44% | 16 | criticized challenger |
| hsa-and-fsa-administration | HealthEquity | 29% | 20% | 59 | accepted challenger |
| hsa-and-fsa-administration | Lively | 15% | 6% | 34 | accepted challenger |
| hsa-and-fsa-administration | Fidelity HSA | 10% | 3% | 37 | accepted challenger |
| hsa-and-fsa-administration | WEX Health | 6% | 12% | 17 | accepted challenger |
| hsa-and-fsa-administration | WEX Benefits | 6% | 25% | 32 | criticized challenger |
| hsa-and-fsa-administration | Businessolver | 4% | 0% | 11 | accepted challenger |
| hsa-and-fsa-administration | Navia Benefit Solutions | 4% | 17% | 18 | accepted challenger |
| hsa-and-fsa-administration | Benepass | 2% | 8% | 13 | accepted challenger |
| hsa-and-fsa-administration | HSA Bank | 2% | 28% | 36 | criticized challenger |
| hsa-and-fsa-administration | Flores | 0% | 0% | 10 | accepted challenger |
| hsa-and-fsa-administration | Further | 0% | 0% | 10 | accepted challenger |
| hsa-and-fsa-administration | TASC | 0% | 27% | 15 | criticized challenger |
| internal-communications-and-intranet | Microsoft Teams | 14% | 21% | 14 | accepted challenger |
| internal-communications-and-intranet | Simpplr | 12% | 14% | 37 | accepted challenger |
| internal-communications-and-intranet | Connecteam | 11% | 0% | 14 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 11% | 26% | 38 | criticized challenger |
| internal-communications-and-intranet | Slack | 9% | 18% | 17 | accepted challenger |
| internal-communications-and-intranet | ThoughtFarmer | 7% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 5% | 11% | 38 | accepted challenger |
| internal-communications-and-intranet | Google Sites | 5% | 18% | 11 | accepted challenger |
| internal-communications-and-intranet | MangoApps | 4% | 0% | 13 | accepted challenger |
| internal-communications-and-intranet | Interact | 4% | 6% | 16 | accepted challenger |
| internal-communications-and-intranet | Zoho Connect | 2% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Staffbase | 2% | 8% | 26 | accepted challenger |
| internal-communications-and-intranet | Blink | 0% | 0% | 12 | accepted challenger |
| internal-communications-and-intranet | Happeo | 0% | 6% | 16 | accepted challenger |
| internal-communications-and-intranet | Atlassian Confluence | 0% | 9% | 11 | accepted challenger |
| internal-communications-and-intranet | Notion | 0% | 17% | 12 | accepted challenger |
| internal-communications-and-intranet | LumApps | 0% | 23% | 22 | accepted challenger |
| internal-communications-and-intranet | Unily | 0% | 37% | 19 | criticized challenger |
| internal-talent-marketplace | Fuel50 | 47% | 12% | 41 | endorsed leader |
| internal-talent-marketplace | Engagedly | 11% | 0% | 17 | accepted challenger |
| internal-talent-marketplace | TalentGuard | 6% | 0% | 17 | accepted challenger |
| internal-talent-marketplace | 365Talents | 4% | 0% | 16 | accepted challenger |
| internal-talent-marketplace | Phenom | 2% | 36% | 11 | criticized challenger |
| internal-talent-marketplace | Eightfold AI | 2% | 47% | 38 | criticized challenger |
| internal-talent-marketplace | Toptal | 0% | 6% | 17 | accepted challenger |
| internal-talent-marketplace | Workday Talent Marketplace | 0% | 39% | 18 | criticized challenger |
| internal-talent-marketplace | Upwork | 0% | 44% | 25 | criticized challenger |
| internal-talent-marketplace | Cornerstone OnDemand | 0% | 46% | 13 | criticized challenger |
| internal-talent-marketplace | Fiverr | 0% | 50% | 26 | criticized challenger |
| internal-talent-marketplace | Freelancer.com | 0% | 53% | 19 | criticized challenger |
| internal-talent-marketplace | Gloat | 0% | 60% | 45 | criticized challenger |
| interview-scheduling | Calendly | 20% | 33% | 55 | criticized challenger |
| interview-scheduling | GoodTime | 16% | 18% | 49 | accepted challenger |
| interview-scheduling | Lever | 11% | 9% | 34 | accepted challenger |
| interview-scheduling | ModernLoop | 9% | 8% | 26 | accepted challenger |
| interview-scheduling | Cal.com | 8% | 0% | 21 | accepted challenger |
| interview-scheduling | Greenhouse | 8% | 14% | 42 | accepted challenger |
| interview-scheduling | Koalendar | 6% | 0% | 10 | accepted challenger |
| interview-scheduling | Ashby | 2% | 0% | 18 | accepted challenger |
| interview-scheduling | Doodle | 2% | 38% | 13 | criticized challenger |
| interview-scheduling | Paradox | 0% | 10% | 20 | accepted challenger |
| interview-scheduling | YouCanBookMe | 0% | 21% | 14 | accepted challenger |
| interview-scheduling | HireVue | 0% | 40% | 10 | criticized challenger |
| job-advertising-and-distribution | JobTarget | 23% | 8% | 26 | accepted challenger |
| job-advertising-and-distribution | Appcast | 15% | 15% | 34 | accepted challenger |
| job-advertising-and-distribution | Joveo | 12% | 10% | 31 | accepted challenger |
| job-advertising-and-distribution | Talroo | 10% | 0% | 10 | accepted challenger |
| job-advertising-and-distribution | Adway | 6% | 0% | 12 | accepted challenger |
| job-advertising-and-distribution | Broadbean | 2% | 9% | 11 | accepted challenger |
| job-advertising-and-distribution | PandoLogic | 2% | 14% | 14 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 2% | 24% | 21 | accepted challenger |
| job-advertising-and-distribution | Recruitics | 0% | 12% | 16 | accepted challenger |
| job-advertising-and-distribution | Indeed | 0% | 31% | 32 | criticized challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 0% | 38% | 26 | criticized challenger |
| job-advertising-and-distribution | Glassdoor | 0% | 47% | 15 | criticized challenger |
| job-advertising-and-distribution | Monster | 0% | 64% | 14 | criticized challenger |
| job-advertising-and-distribution | CareerBuilder | 0% | 82% | 11 | criticized challenger |
| learning-experience-platforms | 360Learning | 26% | 0% | 42 | accepted challenger |
| learning-experience-platforms | GoSkills | 18% | 0% | 20 | accepted challenger |
| learning-experience-platforms | TalentLMS | 14% | 0% | 25 | accepted challenger |
| learning-experience-platforms | Absorb LMS | 12% | 0% | 25 | accepted challenger |
| learning-experience-platforms | Learn Amp | 12% | 0% | 14 | accepted challenger |
| learning-experience-platforms | Docebo | 2% | 30% | 44 | criticized challenger |
| learning-experience-platforms | Degreed | 2% | 45% | 29 | criticized challenger |
| learning-experience-platforms | Udemy Business | 2% | 69% | 13 | criticized challenger |
| learning-experience-platforms | Continu | 0% | 0% | 11 | accepted challenger |
| learning-experience-platforms | Cornerstone OnDemand | 0% | 50% | 18 | criticized challenger |
| learning-management-systems | TalentLMS | 51% | 2% | 58 | endorsed leader |
| learning-management-systems | Absorb LMS | 15% | 5% | 42 | accepted challenger |
| learning-management-systems | LearnUpon | 9% | 0% | 24 | accepted challenger |
| learning-management-systems | 360Learning | 6% | 4% | 23 | accepted challenger |
| learning-management-systems | Docebo | 4% | 12% | 40 | accepted challenger |
| learning-management-systems | SAP Litmos | 0% | 0% | 19 | accepted challenger |
| learning-management-systems | iSpring Learn | 0% | 0% | 13 | accepted challenger |
| learning-management-systems | Cornerstone OnDemand | 0% | 23% | 13 | accepted challenger |
| learning-management-systems | D2L Brightspace | 0% | 24% | 17 | accepted challenger |
| learning-management-systems | Moodle | 0% | 27% | 33 | criticized challenger |
| learning-management-systems | Canvas LMS | 0% | 29% | 21 | criticized challenger |
| learning-management-systems | Blackboard Learn | 0% | 50% | 18 | criticized challenger |
| leave-and-absence-management | BambooHR | 28% | 17% | 47 | accepted challenger |
| leave-and-absence-management | LeaveBoard | 14% | 0% | 25 | accepted challenger |
| leave-and-absence-management | Vacation Tracker | 12% | 21% | 34 | accepted challenger |
| leave-and-absence-management | Rippling | 11% | 8% | 26 | accepted challenger |
| leave-and-absence-management | Timetastic | 4% | 7% | 14 | accepted challenger |
| leave-and-absence-management | Factorial | 4% | 17% | 12 | accepted challenger |
| leave-and-absence-management | UKG Pro | 2% | 10% | 10 | accepted challenger |
| leave-and-absence-management | ADP Workforce Now | 2% | 29% | 17 | criticized challenger |
| leave-and-absence-management | Zoho People | 0% | 0% | 18 | accepted challenger |
| leave-and-absence-management | AbsenceSoft | 0% | 0% | 12 | accepted challenger |
| leave-and-absence-management | Calamari | 0% | 0% | 15 | accepted challenger |
| leave-and-absence-management | Workday | 0% | 18% | 17 | accepted challenger |
| leave-and-absence-management | Gusto | 0% | 25% | 12 | criticized challenger |
| leave-and-absence-management | Leave Dates | 0% | 30% | 10 | criticized challenger |
| mentoring-software | Together | 28% | 4% | 46 | accepted challenger |
| mentoring-software | Mentorloop | 15% | 0% | 27 | accepted challenger |
| mentoring-software | PushFar | 9% | 0% | 22 | accepted challenger |
| mentoring-software | MentorcliQ | 9% | 12% | 43 | accepted challenger |
| mentoring-software | Guider | 6% | 0% | 14 | accepted challenger |
| mentoring-software | MentorCity | 6% | 0% | 10 | accepted challenger |
| mentoring-software | Chronus | 6% | 19% | 42 | accepted challenger |
| mentoring-software | Qooper | 4% | 5% | 38 | accepted challenger |
| mentoring-software | MicroMentor | 2% | 10% | 10 | accepted challenger |
| mentoring-software | GrowthMentor | 0% | 0% | 13 | accepted challenger |
| mentoring-software | ADPList | 0% | 16% | 19 | accepted challenger |
| mentoring-software | MentorCruise | 0% | 20% | 20 | accepted challenger |
| online-course-libraries | Udemy Business | 48% | 17% | 66 | endorsed leader |
| online-course-libraries | LinkedIn Learning | 22% | 15% | 59 | accepted challenger |
| online-course-libraries | TalentLMS | 8% | 0% | 11 | accepted challenger |
| online-course-libraries | Pluralsight | 0% | 4% | 24 | accepted challenger |
| online-course-libraries | edX | 0% | 7% | 14 | accepted challenger |
| online-course-libraries | Coursera for Business | 0% | 7% | 54 | accepted challenger |
| online-course-libraries | Skillsoft Percipio | 0% | 28% | 18 | criticized challenger |
| online-course-libraries | Skillshare | 0% | 29% | 17 | criticized challenger |
| org-charts-and-org-design | ChartHop | 30% | 6% | 48 | endorsed leader |
| org-charts-and-org-design | Organimi | 9% | 5% | 43 | accepted challenger |
| org-charts-and-org-design | Pingboard | 8% | 8% | 36 | accepted challenger |
| org-charts-and-org-design | Creately | 8% | 33% | 24 | criticized challenger |
| org-charts-and-org-design | OneDirectory | 6% | 9% | 11 | accepted challenger |
| org-charts-and-org-design | OrgChart | 6% | 15% | 26 | accepted challenger |
| org-charts-and-org-design | Functionly | 4% | 7% | 15 | accepted challenger |
| org-charts-and-org-design | Lucidchart | 2% | 39% | 57 | criticized challenger |
| org-charts-and-org-design | Canva | 2% | 40% | 15 | criticized challenger |
| org-charts-and-org-design | Miro | 2% | 43% | 30 | criticized challenger |
| org-charts-and-org-design | SmartDraw | 2% | 46% | 24 | criticized challenger |
| org-charts-and-org-design | Microsoft Visio | 2% | 58% | 36 | criticized challenger |
| org-charts-and-org-design | The Org | 0% | 20% | 10 | accepted challenger |
| pay-equity | PayAnalytics | 12% | 4% | 24 | accepted challenger |
| pay-equity | Syndio | 12% | 27% | 45 | criticized challenger |
| pay-equity | Payscale | 11% | 0% | 35 | accepted challenger |
| pay-equity | Figures | 7% | 7% | 15 | accepted challenger |
| pay-equity | Workleap Compensation | 7% | 23% | 13 | accepted challenger |
| pay-equity | Pave | 5% | 19% | 16 | accepted challenger |
| pay-equity | Aeqium | 4% | 17% | 12 | accepted challenger |
| pay-equity | Trusaic PayParity | 4% | 29% | 38 | criticized challenger |
| pay-equity | beqom Pay Equity | 4% | 45% | 20 | criticized challenger |
| pay-equity | OpenComp | 2% | 0% | 12 | accepted challenger |
| pay-equity | Ravio | 0% | 0% | 13 | accepted challenger |
| pay-equity | Affirmity | 0% | 8% | 13 | accepted challenger |
| pay-equity | Salary.com Pay Equity | 0% | 8% | 12 | accepted challenger |
| pay-equity | Compport | 0% | 10% | 10 | accepted challenger |
| payroll-software | Rippling | 20% | 5% | 43 | accepted challenger |
| payroll-software | ADP Workforce Now | 19% | 4% | 26 | accepted challenger |
| payroll-software | Patriot Payroll | 17% | 11% | 18 | accepted challenger |
| payroll-software | ADP | 9% | 33% | 30 | criticized challenger |
| payroll-software | Paycom | 7% | 9% | 22 | accepted challenger |
| payroll-software | Gusto | 6% | 27% | 49 | criticized challenger |
| payroll-software | Paylocity | 4% | 19% | 31 | accepted challenger |
| payroll-software | Paycor | 2% | 23% | 13 | accepted challenger |
| payroll-software | Paychex Flex | 2% | 26% | 35 | criticized challenger |
| payroll-software | Deel | 0% | 6% | 18 | accepted challenger |
| payroll-software | OnPay | 0% | 6% | 18 | accepted challenger |
| payroll-software | Dayforce | 0% | 10% | 10 | accepted challenger |
| payroll-software | Square Payroll | 0% | 17% | 12 | accepted challenger |
| payroll-software | QuickBooks Payroll | 0% | 29% | 21 | criticized challenger |
| peo-providers | Justworks | 24% | 8% | 38 | accepted challenger |
| peo-providers | ADP TotalSource | 22% | 15% | 46 | accepted challenger |
| peo-providers | TriNet | 14% | 16% | 44 | accepted challenger |
| peo-providers | Paychex PEO | 12% | 8% | 26 | accepted challenger |
| peo-providers | Rippling | 10% | 0% | 22 | accepted challenger |
| peo-providers | Insperity | 6% | 14% | 35 | accepted challenger |
| peo-providers | Paychex | 4% | 18% | 11 | accepted challenger |
| peo-providers | Deel | 0% | 8% | 13 | accepted challenger |
| peo-providers | Gusto | 0% | 30% | 10 | criticized challenger |
| people-analytics | Crunchr | 22% | 17% | 48 | accepted challenger |
| people-analytics | ChartHop | 21% | 12% | 43 | accepted challenger |
| people-analytics | HiBob | 19% | 10% | 29 | accepted challenger |
| people-analytics | BambooHR | 9% | 16% | 32 | accepted challenger |
| people-analytics | Orgnostic | 3% | 0% | 10 | accepted challenger |
| people-analytics | Rippling | 3% | 5% | 22 | accepted challenger |
| people-analytics | Culture Amp | 0% | 5% | 21 | accepted challenger |
| people-analytics | Lattice | 0% | 10% | 20 | accepted challenger |
| people-analytics | One Model | 0% | 25% | 20 | criticized challenger |
| people-analytics | Visier | 0% | 41% | 46 | criticized challenger |
| people-analytics | Workday People Analytics | 0% | 44% | 34 | criticized challenger |
| performance-management | Lattice | 43% | 11% | 56 | endorsed leader |
| performance-management | Zoho People | 11% | 0% | 11 | accepted challenger |
| performance-management | 15Five | 9% | 4% | 50 | accepted challenger |
| performance-management | Leapsome | 5% | 0% | 36 | accepted challenger |
| performance-management | Teamflect | 5% | 9% | 11 | accepted challenger |
| performance-management | HiBob | 4% | 6% | 16 | accepted challenger |
| performance-management | Small Improvements | 2% | 0% | 11 | accepted challenger |
| performance-management | PerformYard | 0% | 0% | 25 | accepted challenger |
| performance-management | Engagedly | 0% | 0% | 11 | accepted challenger |
| performance-management | Betterworks | 0% | 8% | 25 | accepted challenger |
| performance-management | Culture Amp | 0% | 8% | 25 | accepted challenger |
| performance-management | Rippling | 0% | 10% | 10 | accepted challenger |
| performance-management | BambooHR | 0% | 25% | 28 | criticized challenger |
| performance-management | Workday HCM Performance Management | 0% | 52% | 27 | criticized challenger |
| performance-management | SAP SuccessFactors | 0% | 55% | 20 | criticized challenger |
| recognition-and-rewards | Bonusly | 29% | 7% | 57 | accepted challenger |
| recognition-and-rewards | Nectar | 22% | 4% | 45 | accepted challenger |
| recognition-and-rewards | Awardco | 12% | 8% | 36 | accepted challenger |
| recognition-and-rewards | Achievers | 8% | 18% | 33 | accepted challenger |
| recognition-and-rewards | Guusto | 6% | 8% | 13 | accepted challenger |
| recognition-and-rewards | Motivosity | 2% | 3% | 30 | accepted challenger |
| recognition-and-rewards | Kudos | 0% | 4% | 26 | accepted challenger |
| recognition-and-rewards | Workhuman | 0% | 9% | 23 | accepted challenger |
| recruiting-crm-and-sourcing | Lever | 15% | 0% | 17 | accepted challenger |
| recruiting-crm-and-sourcing | Gem | 15% | 3% | 30 | accepted challenger |
| recruiting-crm-and-sourcing | Manatal | 15% | 5% | 21 | accepted challenger |
| recruiting-crm-and-sourcing | hireEZ | 8% | 7% | 27 | accepted challenger |
| recruiting-crm-and-sourcing | Zoho Recruit | 6% | 0% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | Greenhouse | 4% | 0% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | Pin | 4% | 0% | 20 | accepted challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 4% | 26% | 34 | criticized challenger |
| recruiting-crm-and-sourcing | Juicebox | 0% | 0% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | SeekOut | 0% | 7% | 27 | accepted challenger |
| recruitment-marketing-and-career-sites | Teamtailor | 23% | 7% | 30 | accepted challenger |
| recruitment-marketing-and-career-sites | Zoho Recruit | 10% | 0% | 15 | accepted challenger |
| recruitment-marketing-and-career-sites | Workable | 7% | 0% | 18 | accepted challenger |
| recruitment-marketing-and-career-sites | TalentLyft | 7% | 0% | 12 | accepted challenger |
| recruitment-marketing-and-career-sites | Gem | 7% | 8% | 12 | accepted challenger |
| recruitment-marketing-and-career-sites | Recruitee | 5% | 0% | 13 | accepted challenger |
| recruitment-marketing-and-career-sites | Jobvite | 5% | 18% | 11 | accepted challenger |
| recruitment-marketing-and-career-sites | Phenom | 5% | 37% | 30 | criticized challenger |
| recruitment-marketing-and-career-sites | SmartRecruiters | 3% | 6% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | Manatal | 3% | 8% | 13 | accepted challenger |
| recruitment-marketing-and-career-sites | Symphony Talent | 3% | 29% | 17 | criticized challenger |
| recruitment-marketing-and-career-sites | Lever | 2% | 7% | 14 | accepted challenger |
| recruitment-marketing-and-career-sites | Greenhouse | 2% | 9% | 23 | accepted challenger |
| recruitment-marketing-and-career-sites | Appcast | 0% | 9% | 11 | accepted challenger |
| recruitment-marketing-and-career-sites | Joveo | 0% | 14% | 14 | accepted challenger |
| recruitment-marketing-and-career-sites | iCIMS Attract | 0% | 31% | 13 | criticized challenger |
| recruitment-marketing-and-career-sites | Beamery | 0% | 33% | 27 | criticized challenger |
| skills-intelligence | Skills Base | 18% | 0% | 16 | accepted challenger |
| skills-intelligence | TalentGuard | 13% | 0% | 14 | accepted challenger |
| skills-intelligence | iMocha | 9% | 5% | 19 | accepted challenger |
| skills-intelligence | TechWolf | 7% | 0% | 11 | accepted challenger |
| skills-intelligence | 365Talents | 7% | 0% | 11 | accepted challenger |
| skills-intelligence | MuchSkills | 5% | 0% | 11 | accepted challenger |
| skills-intelligence | Fuel50 | 4% | 0% | 14 | accepted challenger |
| skills-intelligence | Gloat | 4% | 48% | 23 | criticized challenger |
| skills-intelligence | Degreed | 2% | 0% | 11 | accepted challenger |
| skills-intelligence | Workday Skills Cloud | 2% | 24% | 17 | accepted challenger |
| skills-intelligence | Eightfold AI | 2% | 55% | 31 | criticized challenger |
| skills-intelligence | LinkedIn Learning | 0% | 0% | 16 | accepted challenger |
| skills-intelligence | Coursera | 0% | 10% | 21 | accepted challenger |
| skills-intelligence | edX | 0% | 14% | 14 | accepted challenger |
| skills-intelligence | Udemy Business | 0% | 33% | 21 | criticized challenger |
| skills-intelligence | Skillshare | 0% | 57% | 14 | criticized challenger |
| staffing-agency-platforms | Zoho Recruit | 22% | 0% | 25 | accepted challenger |
| staffing-agency-platforms | Bullhorn | 22% | 28% | 50 | criticized challenger |
| staffing-agency-platforms | Manatal | 10% | 0% | 21 | accepted challenger |
| staffing-agency-platforms | Recruit CRM | 8% | 17% | 30 | accepted challenger |
| staffing-agency-platforms | Vincere | 5% | 0% | 15 | accepted challenger |
| staffing-agency-platforms | Lever | 5% | 10% | 10 | accepted challenger |
| staffing-agency-platforms | Loxo | 3% | 0% | 13 | accepted challenger |
| staffing-agency-platforms | Recruiterflow | 3% | 8% | 13 | accepted challenger |
| staffing-agency-platforms | Ceipal | 2% | 0% | 14 | accepted challenger |
| staffing-agency-platforms | JobAdder | 2% | 5% | 19 | accepted challenger |
| staffing-agency-platforms | JobDiva | 2% | 7% | 15 | accepted challenger |
| staffing-agency-platforms | Crelate | 0% | 0% | 13 | accepted challenger |
| succession-planning | Lattice | 28% | 11% | 36 | accepted challenger |
| succession-planning | Engagedly | 11% | 0% | 17 | accepted challenger |
| succession-planning | SuccessionNow | 11% | 5% | 19 | accepted challenger |
| succession-planning | Teamflect | 7% | 0% | 10 | accepted challenger |
| succession-planning | PerformYard | 4% | 0% | 13 | accepted challenger |
| succession-planning | BambooHR | 4% | 6% | 17 | accepted challenger |
| succession-planning | Leapsome | 4% | 19% | 16 | accepted challenger |
| succession-planning | Workday Succession Planning | 2% | 43% | 30 | criticized challenger |
| succession-planning | TalentGuard Succession Planning | 0% | 0% | 15 | accepted challenger |
| succession-planning | Cornerstone Succession | 0% | 11% | 18 | accepted challenger |
| succession-planning | UKG Pro Succession Planning | 0% | 17% | 12 | accepted challenger |
| succession-planning | Oracle Fusion Cloud HCM | 0% | 47% | 17 | criticized challenger |
| succession-planning | SAP SuccessFactors Succession & Development | 0% | 52% | 33 | criticized challenger |
| talent-intelligence | Pin | 27% | 0% | 26 | accepted challenger |
| talent-intelligence | Gem | 14% | 8% | 24 | accepted challenger |
| talent-intelligence | hireEZ | 10% | 15% | 27 | accepted challenger |
| talent-intelligence | Eightfold AI | 8% | 54% | 59 | criticized challenger |
| talent-intelligence | Fuel50 | 6% | 9% | 11 | accepted challenger |
| talent-intelligence | Metaview | 4% | 0% | 16 | accepted challenger |
| talent-intelligence | Phenom | 4% | 40% | 30 | criticized challenger |
| talent-intelligence | Findem | 2% | 8% | 13 | accepted challenger |
| talent-intelligence | SeekOut | 2% | 10% | 31 | accepted challenger |
| talent-intelligence | Beamery | 2% | 48% | 33 | criticized challenger |
| talent-intelligence | LinkedIn Talent Insights | 0% | 27% | 11 | criticized challenger |
| talent-intelligence | Gloat | 0% | 42% | 33 | criticized challenger |
| talent-intelligence | Workday Skills Cloud | 0% | 60% | 15 | criticized challenger |
| technical-hiring-assessments | HackerRank | 17% | 22% | 64 | accepted challenger |
| technical-hiring-assessments | CodeSignal | 16% | 17% | 58 | accepted challenger |
| technical-hiring-assessments | CoderPad | 10% | 6% | 52 | accepted challenger |
| technical-hiring-assessments | Coderbyte | 10% | 9% | 22 | accepted challenger |
| technical-hiring-assessments | TestGorilla | 10% | 32% | 28 | criticized challenger |
| technical-hiring-assessments | Codility | 9% | 25% | 53 | accepted challenger |
| technical-hiring-assessments | HackerEarth | 7% | 13% | 15 | accepted challenger |
| technical-hiring-assessments | DevSkiller | 2% | 0% | 10 | accepted challenger |
| technical-hiring-assessments | Karat | 0% | 20% | 10 | accepted challenger |
| time-and-attendance | Clockify | 12% | 0% | 28 | accepted challenger |
| time-and-attendance | Paylocity | 12% | 5% | 22 | accepted challenger |
| time-and-attendance | Jibble | 10% | 0% | 17 | accepted challenger |
| time-and-attendance | Homebase | 10% | 6% | 17 | accepted challenger |
| time-and-attendance | ADP Workforce Now | 10% | 10% | 29 | accepted challenger |
| time-and-attendance | Toggl Track | 8% | 0% | 13 | accepted challenger |
| time-and-attendance | Connecteam | 8% | 0% | 21 | accepted challenger |
| time-and-attendance | UKG Ready | 8% | 6% | 16 | accepted challenger |
| time-and-attendance | Rippling | 6% | 0% | 14 | accepted challenger |
| time-and-attendance | QuickBooks Time | 2% | 12% | 32 | accepted challenger |
| time-and-attendance | Deputy | 0% | 0% | 14 | accepted challenger |
| time-and-attendance | BambooHR Time Tracking | 0% | 0% | 16 | accepted challenger |
| time-and-attendance | Buddy Punch | 0% | 9% | 11 | accepted challenger |
| time-and-attendance | Paycom | 0% | 10% | 10 | accepted challenger |
| time-and-attendance | UKG Pro | 0% | 26% | 19 | criticized challenger |
| video-interviewing | Spark Hire | 50% | 18% | 57 | endorsed leader |
| video-interviewing | Willo | 8% | 3% | 39 | accepted challenger |
| video-interviewing | Hirevire | 6% | 0% | 15 | accepted challenger |
| video-interviewing | Hireflix | 6% | 3% | 34 | accepted challenger |
| video-interviewing | myInterview | 4% | 0% | 12 | accepted challenger |
| video-interviewing | HireVue | 4% | 60% | 48 | criticized challenger |
| video-interviewing | VidCruiter | 2% | 18% | 45 | accepted challenger |
| video-interviewing | Jobma | 0% | 7% | 15 | accepted challenger |
| video-interviewing | Zoom | 0% | 38% | 13 | criticized challenger |
| whistleblowing-and-investigations | FaceUp | 25% | 0% | 33 | accepted challenger |
| whistleblowing-and-investigations | Whistlelink | 13% | 3% | 30 | accepted challenger |
| whistleblowing-and-investigations | Whispli | 8% | 0% | 12 | accepted challenger |
| whistleblowing-and-investigations | NAVEX One | 8% | 22% | 36 | accepted challenger |
| whistleblowing-and-investigations | Whistleblower Software | 6% | 6% | 17 | accepted challenger |
| whistleblowing-and-investigations | GlobaLeaks | 6% | 11% | 18 | accepted challenger |
| whistleblowing-and-investigations | AllVoices | 4% | 0% | 15 | accepted challenger |
| whistleblowing-and-investigations | Case IQ | 4% | 0% | 11 | accepted challenger |
| whistleblowing-and-investigations | EthicsPoint | 4% | 27% | 11 | criticized challenger |
| whistleblowing-and-investigations | Ethico | 2% | 7% | 15 | accepted challenger |
| whistleblowing-and-investigations | SecureDrop | 0% | 8% | 12 | accepted challenger |
| whistleblowing-and-investigations | SpeakUp | 0% | 15% | 13 | accepted challenger |
| workforce-management-suites | Rippling | 17% | 12% | 24 | accepted challenger |
| workforce-management-suites | ADP Workforce Now | 13% | 22% | 37 | accepted challenger |
| workforce-management-suites | Homebase | 13% | 26% | 19 | criticized challenger |
| workforce-management-suites | Zoho People | 11% | 7% | 15 | accepted challenger |
| workforce-management-suites | Workforce.com | 6% | 20% | 15 | accepted challenger |
| workforce-management-suites | Paycor | 4% | 0% | 12 | accepted challenger |
| workforce-management-suites | Dayforce | 4% | 15% | 20 | accepted challenger |
| workforce-management-suites | Connecteam | 4% | 16% | 19 | accepted challenger |
| workforce-management-suites | Deputy | 4% | 18% | 28 | accepted challenger |
| workforce-management-suites | When I Work | 2% | 15% | 20 | accepted challenger |
| workforce-management-suites | Oracle Fusion Cloud HCM | 0% | 25% | 12 | criticized challenger |
| workforce-management-suites | UKG Pro | 0% | 31% | 32 | criticized challenger |
| workforce-management-suites | SAP SuccessFactors | 0% | 33% | 18 | criticized challenger |
| workforce-management-suites | Workday Workforce Management | 0% | 37% | 27 | criticized challenger |
| workforce-management-suites | BambooHR | 0% | 42% | 12 | criticized challenger |
| workforce-management-suites | NICE Workforce Management | 0% | 58% | 12 | criticized challenger |
| workforce-management-suites | Verint Workforce Management | 0% | 59% | 17 | criticized challenger |
| workforce-planning | ChartHop | 37% | 5% | 39 | endorsed leader |
| workforce-planning | Homebase | 12% | 0% | 10 | accepted challenger |
| workforce-planning | Abacum | 9% | 8% | 12 | accepted challenger |
| workforce-planning | TeamOhana | 5% | 0% | 13 | accepted challenger |
| workforce-planning | Planful | 5% | 7% | 15 | accepted challenger |
| workforce-planning | HiBob | 5% | 9% | 11 | accepted challenger |
| workforce-planning | Workday Adaptive Planning | 5% | 25% | 36 | criticized challenger |
| workforce-planning | Paylocity | 4% | 0% | 18 | accepted challenger |
| workforce-planning | Rippling | 4% | 10% | 29 | accepted challenger |
| workforce-planning | Visier | 2% | 10% | 20 | accepted challenger |
| workforce-planning | Pigment | 0% | 0% | 14 | accepted challenger |
| workforce-planning | Vena | 0% | 0% | 10 | accepted challenger |
| workforce-planning | Orgvue | 0% | 36% | 11 | criticized challenger |
| workforce-planning | SAP SuccessFactors Workforce Planning | 0% | 38% | 13 | criticized challenger |
| workforce-planning | Anaplan | 0% | 48% | 42 | criticized challenger |
| workforce-scheduling | Deputy | 37% | 6% | 36 | endorsed leader |
| workforce-scheduling | Sling | 24% | 0% | 19 | accepted challenger |
| workforce-scheduling | Connecteam | 10% | 4% | 27 | accepted challenger |
| workforce-scheduling | When I Work | 6% | 0% | 38 | accepted challenger |
| workforce-scheduling | Homebase | 6% | 3% | 29 | accepted challenger |
| workforce-scheduling | Rippling | 4% | 20% | 10 | accepted challenger |
| workforce-scheduling | Workforce.com | 2% | 0% | 15 | accepted challenger |
| workforce-scheduling | Cal.com | 0% | 0% | 11 | accepted challenger |
| workforce-scheduling | 7shifts | 0% | 12% | 16 | accepted challenger |
| workforce-scheduling | Acuity Scheduling | 0% | 22% | 18 | accepted challenger |
| workforce-scheduling | Calendly | 0% | 42% | 24 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (1 products, 11 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude |  |  | 1/1/2 | 1/2/3 | 1/0/1 |  |  | 0/1/1 | 2/0/2 |  | 0/1/1 |  |  | 0/1/1 |

Mean label weight on Anthropic products: Claude Haiku 4.5 +0.00 over 0 labels; the other 13 models -0.27 over 11 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (2 products, 19 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 1/0/1 |  | 1/1/2 | 1/2/3 | 1/0/1 |  |  | 0/1/1 | 1/1/2 | 0/1/1 | 0/3/3 | 2/0/2 | 1/0/1 | 0/1/1 |
| ChatGPT HR Assistant |  |  |  |  |  |  |  |  |  |  | 1/0/1 |  |  |  |

Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna +2.00 over 1 labels; the other 12 models -0.39 over 18 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (24 products, 132 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Forms | 2/0/2 | 1/0/1 | 3/1/4 | 0/1/1 | 2/2/4 |  | 1/0/1 |  | 1/2/3 | 3/0/3 | 2/1/3 | 0/1/1 | 1/0/1 | 1/0/1 |
| Google Sheets |  |  | 2/3/5 | 0/1/1 | 1/0/1 |  | 2/0/2 |  | 1/1/2 |  | 3/0/3 | 0/1/1 |  |  |
| Google Classroom | 1/0/1 |  | 1/1/2 |  | 1/2/3 |  | 0/2/2 |  |  | 2/0/2 | 1/0/1 | 1/0/1 |  | 0/1/1 |
| Google Calendar | 2/0/2 | 1/0/1 | 0/1/1 | 1/1/2 |  | 1/0/1 | 0/1/1 |  |  |  |  | 1/1/2 | 2/0/2 |  |
| Google Sites |  |  | 2/1/3 | 1/0/1 | 1/0/1 | 1/0/1 | 1/0/1 |  | 0/1/1 | 2/0/2 |  |  | 1/0/1 | 1/0/1 |
| Google Meet |  |  | 1/0/1 | 0/1/1 | 0/1/1 |  | 2/0/2 |  | 1/0/1 | 0/1/1 | 0/1/1 | 1/0/1 | 1/0/1 |  |
| Google for Jobs |  | 1/0/1 | 1/0/1 | 1/0/1 | 1/0/1 | 1/0/1 |  |  | 1/0/1 |  | 3/0/3 |  |  |  |
| Google Workspace |  |  | 1/2/3 |  | 1/0/1 |  |  |  |  |  |  | 1/0/1 |  | 2/0/2 |
| Looker Studio |  |  | 1/0/1 |  |  |  |  |  | 1/0/1 | 1/0/1 | 1/0/1 |  |  |  |
| Google Slides |  |  | 1/0/1 |  |  |  | 1/1/2 |  |  |  | 1/0/1 |  |  |  |
| Google Chat |  |  | 1/0/1 | 0/1/1 |  |  |  |  |  |  | 1/0/1 |  |  |  |
| Google Docs |  |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  | 0/1/1 |  |  |  |
| Google Drive |  |  |  |  |  |  |  |  | 0/1/1 |  | 0/1/1 |  |  |  |
| Google Gemini |  |  |  |  | 1/0/1 |  |  |  | 1/0/1 |  |  |  |  |  |
| Gemini |  |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  |  |  |  |  |
| Google Calendar appointment slots |  |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |  |
| Google Appointment Schedule |  |  |  |  |  |  |  |  |  | 1/0/1 |  |  |  |  |
| Google Analytics |  |  |  |  |  | 1/0/1 |  |  |  |  |  |  |  |  |
| Google Currents |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Forms or Microsoft Forms |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Skillshop |  |  |  |  |  |  |  |  | 1/0/1 |  |  |  |  |  |
| Google Digital Garage |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |  |  |
| Looker |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |  |
| Google Drawings |  |  |  |  |  |  |  |  | 0/1/1 |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash +0.00 over 25 labels; the other 13 models +0.36 over 107 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 1262 labels counted under the raw name, for human review:

Ceipal in staffing-agency-platforms (14), Aviont in staffing-agency-platforms (4), CEIPAL in staffing-agency-platforms (3), Ceipal in recruiting-crm-and-sourcing (2), Google Calendar "Appointment Schedules" in interview-scheduling (2), O'Reilly Learning in online-course-libraries (2), ServiceNow HR in hr-ai-assistants (2), "All-New" Adobe Captivate (v12 / v13) in course-authoring-tools (1), 15Five's $4/user/month Engage plan in coaching-platforms (1), 360-eLearning in course-authoring-tools (1), A Cloud Guru in online-course-libraries (1), A SIMPLE IRA in 401k-providers (1), ACIS IQ Test in candidate-assessment (1), ADP FlexJobs / Workforce Compliance in contingent-workforce-management (1), ADP RUN Powered by ADP in time-and-attendance (1), ADP SmartCompliance® in hr-compliance-and-policy-management (1), ADP Time & Attendance / Workforce Now in time-and-attendance (1), ADP Workforce Now – Compensation Management Module in compensation-management (1), ADP compliance services in hr-compliance-and-policy-management (1), ADP's DataCloud in people-analytics (1), ADP, Inc. in talent-intelligence (1), AI Global Media / Acquisition International in recognition-and-rewards (1), AI SoloHR in leave-and-absence-management (1), APC Workforce Solutions in staffing-agency-platforms (1), APEC in compensation-benchmarking-data (1), ARC-AGI in compensation-benchmarking-data (1), ASI Flex in hsa-and-fsa-administration (1), AWS Rekognition in recognition-and-rewards (1), Absorb LXP in learning-experience-platforms (1), Access Vincere in staffing-agency-platforms (1), Access Vincere Evo in staffing-agency-platforms (1), Accu-Time in time-and-attendance (1), Acorns for Work in financial-wellness-platforms (1), Acquire.com in recruiting-crm-and-sourcing (1), Actalent in staffing-agency-platforms (1), ActivTricks in performance-management (1), Acuity Scheduling – Squarespace in workforce-scheduling (1), Acvian in global-payroll-and-employer-of-record (1), Adlytics in job-advertising-and-distribution (1), Adobe Captivate Classic (Captivate 2019 / v11) in course-authoring-tools (1), Adobe Express in course-authoring-tools (1), Adobe Journey Optimizer in employee-engagement-surveys (1), Advance Staffing in staffing-agency-platforms (1), Advantage Workforce Services LLC in contingent-workforce-management (1), AffiliateNetwork.com in compensation-management (1), AhaSlides in candidate-assessment (1), AiRA chat in ai-recruiting-assistants (1), AirHelp in compensation-management (1), Airfordable in compensation-management (1), Alegeus Technologies in hsa-and-fsa-administration (1), Alegeus Technologies / WealthCare administration in hsa-and-fsa-administration (1), Alignify in hr-ai-assistants (1), Allegiance in hsa-and-fsa-administration (1), Allegis Group brands (Randstad, Vaco) in staffing-agency-platforms (1), Allotrope / Gtmhub in goals-and-okrs (1), Alloy Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Alma / helloalma.com in coaching-platforms (1), Altria in 401k-providers (1), Amano in time-and-attendance (1), Amazon Polly in course-authoring-tools (1), Amazon Rekognition in recognition-and-rewards (1), Amazon's AI Hiring Tool in hr-ai-assistants (1), Amazon's abandoned recruiting engine in ai-recruiting-assistants (1), Amazon's former AI recruitment tool in hr-ai-assistants (1), Amazon’s Early Recruitment Engine in hr-ai-assistants (1), Amazon’s Past "Recruiting Engine" in ai-recruiting-assistants (1), Ambacia in global-payroll-and-employer-of-record (1), American Benefit Corporation in hsa-and-fsa-administration (1), Ameriprise in 401k-providers (1), Amira Learning in candidate-assessment (1), Amplitude in people-analytics (1), AngelList in job-advertising-and-distribution (1), Aon's Tools in hr-ai-assistants (1), Apache Superset in people-analytics (1), Apex Systems in staffing-agency-platforms (1), AppcastOne in job-advertising-and-distribution (1), Apple Mail in frontline-employee-apps (1), Apple Screen Time in employee-wellbeing-and-mental-health (1), Apple/Google (on‑device) in recognition-and-rewards (1), Apple’s Secure Enclave in recognition-and-rewards (1), ApplyAds in job-advertising-and-distribution (1), Aptos in staffing-agency-platforms (1), Arlo in compliance-training (1), Articulate 360 – Storyline 360 + Rise 360 in course-authoring-tools (1), Articulate Studio/Presenter in course-authoring-tools (1), Artificial Analysis in compensation-benchmarking-data (1), AssessCode in technical-hiring-assessments (1), AssessHub in technical-hiring-assessments (1), Asset-Map in financial-wellness-platforms (1), Associated Benefits Connection / Associated Bank in hsa-and-fsa-administration (1), Asurint in background-screening (1), AsyncInterview in video-interviewing (1), Athena Pay in financial-wellness-platforms (1), Atlassian Opsgenie in workforce-scheduling (1), Augtal in recruiting-crm-and-sourcing (1), Automated Job Posting Distribution in job-advertising-and-distribution (1), Auzmor Learn in learning-management-systems (1), Avasant in compensation-benchmarking-data (1), Avature CRM in recruitment-marketing-and-career-sites (1), Awin in compensation-management (1), Axial in recruiting-crm-and-sourcing (1), Azure Face API in recognition-and-rewards (1), BDO private company executive compensation survey in compensation-benchmarking-data (1), BLS Occupational Employment and Wage Statistics OEWS in compensation-benchmarking-data (1), BMC in hr-help-desk-and-case-management (1), BYJU'S in learning-experience-platforms (1), BambooHR AI Assistant in hr-ai-assistants (1), BambooHR Hiring in applicant-tracking-systems (1), BambooHR T&A in time-and-attendance (1), BambooHR add-ons / partner ecosystem in succession-planning (1), BambooHR's AI assistant in hr-ai-assistants (1), Banner in hris-and-hcm-platforms (1), Bark in coaching-platforms (1), Basic Notion Templates in goals-and-okrs (1), Beacon Health Options in financial-wellness-platforms (1), Beehexa in recruitment-marketing-and-career-sites (1), Beezy in internal-communications-and-intranet (1), Begonia Rose Co in coaching-platforms (1), Begonia Rose Co LLC in coaching-platforms (1), BeneTrac (by Paychex) in benefits-administration (1), BenefitHarbor in benefits-administration (1), Benefits Plan Administrative Services (BPAS) in hsa-and-fsa-administration (1), Benefytt in hsa-and-fsa-administration (1), Benelogic in benefits-administration (1), Benely in hsa-and-fsa-administration (1), Benenson in 401k-providers (1), Benevity Corporate Purpose in employee-giving-and-volunteering (1), Betterment Advisor in 401k-providers (1), Betts Recruiting (Comp Engine) in compensation-benchmarking-data (1), Betts Recruiting Compensation Guide in compensation-benchmarking-data (1), Bharat Intern in skills-intelligence (1), Big Five (OCEAN) in candidate-assessment (1), BigDeals in performance-management (1), BioID in recognition-and-rewards (1), Bison PEO in peo-providers (1), BizBot in interview-scheduling (1), BizBuySell in recruiting-crm-and-sourcing (1), Bizneo HR in succession-planning (1), Blackbaud K12 in learning-management-systems (1), Blackbaud Learning Management System (formerly OnCourse) in learning-management-systems (1), Blackbaud YourCause CSRconnect in employee-giving-and-volunteering (1), Blackboard Ultra in learning-management-systems (1), Blue Marble in global-payroll-and-employer-of-record (1), Bluecrew in staffing-agency-platforms (1), BoardPAC in internal-communications-and-intranet (1), Boardsi in employee-onboarding (1), Bobby in compensation-management (1), Bond Adapt in applicant-tracking-systems (1), Bonterra Volunteerism in employee-giving-and-volunteering (1), Bonus (now part of HR tech suites) in recognition-and-rewards (1), Boozt in leave-and-absence-management (1), Botpress in hr-ai-assistants (1), Branch Core in earned-wage-access (1), BranchTrack in recruiting-crm-and-sourcing (1), BrassRing in staffing-agency-platforms (1), Breakroom Chat in frontline-employee-apps (1), Breathe in performance-management (1), Brex in flexible-benefits-and-lifestyle-spending-accounts (1), BrightFunds in employee-giving-and-volunteering (1), Brili in financial-wellness-platforms (1), Brilliant Assessments in candidate-assessment (1), Broadbean Job Distribution Platform in job-advertising-and-distribution (1), Bueggio HR in leave-and-absence-management (1), BuildOps in frontline-employee-apps (1), Buildr in workforce-management-suites (1), Bunch in coaching-platforms (1), Bureau of Labor Statistics (BLS) - OEWS in compensation-benchmarking-data (1), Bureau of Labor Statistics (BLS) – Occupational Employment and Wage Statistics (OEWS) in compensation-benchmarking-data (1), Bureau of Labor Statistics' free wage data in compensation-benchmarking-data (1), C-Factor AI in candidate-assessment (1), CCPA (Cornell University / Pearson) in candidate-assessment (1), CEIPAL in contingent-workforce-management (1), CEIPAL Workforce in hr-help-desk-and-case-management (1), CELTA in recognition-and-rewards (1), CERVIS in employee-giving-and-volunteering (1), CGI in 401k-providers (1), CROSStrax in whistleblowing-and-investigations (1), CSRconnect by YourCause/Blackbaud in employee-giving-and-volunteering (1), CXEverywhere in hr-help-desk-and-case-management (1), CYPHER in compliance-training (1), Cake Equity in compensation-management (1), Calendly Talent Cloud in interview-scheduling (1), Calendly’s Prelude in interview-scheduling (1), Canvas Commons in online-course-libraries (1), Canvas – Instructure in learning-management-systems (1), CapCut in course-authoring-tools (1), Capbase in compensation-management (1), CareRev in contingent-workforce-management (1), CareerOne in recruitment-marketing-and-career-sites (1), CareerOneStop in job-advertising-and-distribution (1), Careerminds in workforce-planning (1), Carerix in staffing-agency-platforms (1), Catapult in compliance-training (1), Ceipal in applicant-tracking-systems (1), Cengage Learning in learning-experience-platforms (1), Ceridian Brassring in contingent-workforce-management (1), Chalkboard.io in learning-experience-platforms (1), Challenger in online-course-libraries (1), Character.AI in employee-wellbeing-and-mental-health (1), Charityvest in employee-giving-and-volunteering (1), Chart in pay-equity (1), ChartHop Compensation in compensation-management (1), ChartMuggers in workforce-planning (1), Chartspan in org-charts-and-org-design (1), ChatGPT Lab in hr-ai-assistants (1), Checkmate in background-screening (1), Chegg in online-course-libraries (1), Chronus MatchIQ® in mentoring-software (1), Cigna in hsa-and-fsa-administration (1), Citi in 401k-providers (1), ClaimFlights in compensation-management (1), Clarity Benefit Solutions in hsa-and-fsa-administration (1), ClassAction.org in compensation-management (1), Classic Blackboard Learn in learning-management-systems (1), Classkick in learning-experience-platforms (1), Claude Haiku 4.5 in hr-ai-assistants (1), Clay in recruiting-crm-and-sourcing (1), ClearFeed in hr-help-desk-and-case-management (1), ClickUp Templates in succession-planning (1), Clickworker.com in compensation-management (1), Clipboard Health in contingent-workforce-management (1), ClockIn in time-and-attendance (1), Closely in ai-recruiting-assistants (1), CloudDevs in internal-talent-marketplace (1), CloudPay Ltd. in earned-wage-access (1), CloudSourcing in contingent-workforce-management (1), Clovers in video-interviewing (1), CoachRx in coaching-platforms (1), Coaches.me in coaching-platforms (1), Coaching Department/Apply Knowledge in coaching-platforms (1), Coastal Administrative Services in hsa-and-fsa-administration (1), Cobee in flexible-benefits-and-lifestyle-spending-accounts (1), CodSoft in skills-intelligence (1), CodeAlpha in skills-intelligence (1), CodeSignal Hire Grow in technical-hiring-assessments (1), Codewars in technical-hiring-assessments (1), Codio in technical-hiring-assessments (1), Cody Staffing in staffing-agency-platforms (1), Comcare Staffing (Legacy Divisions) in peo-providers (1), Comeet in video-interviewing (1), Comet in contingent-workforce-management (1), Commuter Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Compas in compensation-management (1), Compensive.io in compensation-management (1), Compensix in compensation-management (1), Compliance Hotline in whistleblowing-and-investigations (1), Compliance Solutions Occupational Trainers in compliance-training (1), Compliance Solutions Occupational Trainers, Inc (Colorado) in compliance-training (1), ComplySci in hr-compliance-and-policy-management (1), Compono in learning-experience-platforms (1), Compport Compensation Management in compensation-management (1), Comptryx in compensation-benchmarking-data (1), Concord in contingent-workforce-management (1), ConnectWise Manage in workforce-management-suites (1), ConnectYourCare in hsa-and-fsa-administration (1), Contraction in contingent-workforce-management (1), Convercent Whistleblowing Platform by EQS Group in whistleblowing-and-investigations (1), Copilot Money in financial-wellness-platforms (1), Coqui in recognition-and-rewards (1), CoreLogic SafeRent in background-screening (1), Coresignal in recruiting-crm-and-sourcing (1), Cornerstone Learning Experience / legacy EdCast in learning-experience-platforms (1), Cornerstone Succession Planning in succession-planning (1), Cornerstone Talent Management in succession-planning (1), Cornerstone Talent Management / Talent Experience in succession-planning (1), Cornerstone Xplor / EdCast in learning-experience-platforms (1), Corporate Wellness Software in employee-wellbeing-and-mental-health (1), Coupa Vendor Manager One in contingent-workforce-management (1), Course Hero in online-course-libraries (1), CourseArc in course-authoring-tools (1), Coursebox.ai in learning-experience-platforms (1), Coursebox.ai in online-course-libraries (1), Coursera Skills Navigator in skills-intelligence (1), Craigslist jobs in job-advertising-and-distribution (1), Creately Atlas in org-charts-and-org-design (1), CredCheck in background-screening (1), Crest in workforce-planning (1), Cron in workforce-scheduling (1), Crossover for Work / Worksmart in people-analytics (1), CrystalDiskMark in compensation-benchmarking-data (1), Culture Index in candidate-assessment (1), CultureBot in recognition-and-rewards (1), Curriculo in internal-talent-marketplace (1), Cut-e (by Aon) in candidate-assessment (1), Cyber Focus AI in job-advertising-and-distribution (1), D2L in compliance-training (1), D2L Brightspace Learner Experience in learning-experience-platforms (1), DCI Consulting (EEOPay) in pay-equity (1), DCI EEOPay in pay-equity (1), DSMN8 in recruitment-marketing-and-career-sites (1), Daily Mentor in mentoring-software (1), DataForce (TransPerfect) in compensation-management (1), Datalligence in goals-and-okrs (1), Dayforce HR Service Delivery in hr-help-desk-and-case-management (1), Debt Payoff Planner in financial-wellness-platforms (1), Deel Compensation in compensation-benchmarking-data (1), Deel Core in people-analytics (1), Deel's On-Demand Payroll in earned-wage-access (1), Deelo in staffing-agency-platforms (1), DeepSeek V4 Flash in hr-ai-assistants (1), DeskAlerts in frontline-employee-apps (1), Desktop Lectora (Lectora Publisher/Inspire) in course-authoring-tools (1), Devocean in technical-hiring-assessments (1), Diagrams.net — formerly draw.io in org-charts-and-org-design (1), Diligent Compliance & Ethics Training in compliance-training (1), Dividend in compensation-management (1), DocTract in hr-compliance-and-policy-management (1), DocuWriter.ai in course-authoring-tools (1), Document Locator in hr-compliance-and-policy-management (1), Doherty Staffing in staffing-agency-platforms (1), Domestika in online-course-libraries (1), E*TRADE in 401k-providers (1), EBC in hsa-and-fsa-administration (1), EEOC training in compliance-training (1), EMP Trust in hr-compliance-and-policy-management (1), ENTRE in compliance-training (1), EORHQ's recommended provider in peo-providers (1), EQS Compliance Cockpit / Integrity Line in whistleblowing-and-investigations (1), ERPNext in workforce-planning (1), ESLinsider in recognition-and-rewards (1), ESO Solutions in time-and-attendance (1), ESR in background-screening (1), ETS (Educational Testing Service) in candidate-assessment (1), EaseCentral (Ease) in benefits-administration (1), EasyWhistle in whistleblowing-and-investigations (1), Edabit in technical-hiring-assessments (1), Edcafe AI in candidate-assessment (1), Eddy's Starter in hr-compliance-and-policy-management (1), Edify Background Screening in background-screening (1), Edsby in candidate-assessment (1), Edthena in coaching-platforms (1), Educational Testing Service (ETS, e.g., TOEFL/TOEIC proctored tests) in candidate-assessment (1), Elephas in hr-ai-assistants (1), ElevenLabs in course-authoring-tools (1), Elevo in 360-feedback (1), Elite Career Builders in staffing-agency-platforms (1), Elucidat Create in course-authoring-tools (1), Emeritus in online-course-libraries (1), Employbridge in staffing-agency-platforms (1), Employee Assistance Programs (EAPs) in employee-wellbeing-and-mental-health (1), Employee Benefit Securities (EBS** ) in 401k-providers (1), Empyrean Benefit Solutions in flexible-benefits-and-lifestyle-spending-accounts (1), Encryptix in skills-intelligence (1), EngageWith (by Firstup) in recognition-and-rewards (1), Envestnet (Yodlee) in 401k-providers (1), Equifax's The Work Number in background-screening (1), Equilar in compensation-management (1), Ethiciti in compliance-training (1), Ethics Hotline Portal in whistleblowing-and-investigations (1), Everfit in coaching-platforms (1), Everside in hsa-and-fsa-administration (1), Everwise in mentoring-software (1), Evite in recruiting-crm-and-sourcing (1), Evolia in frontline-employee-apps (1), Exam.net in candidate-assessment (1), Excel or Google Sheets Templates in workforce-planning (1), Exercism in technical-hiring-assessments (1), Experian's Verify in background-screening (1), Expertskills.org in skills-intelligence (1), ExploreTalent in internal-talent-marketplace (1), FSA Store in hsa-and-fsa-administration (1), FSA Store Card / PayFlex (now part of Aetna) in hsa-and-fsa-administration (1), Face++ (Megvii) in recognition-and-rewards (1), FaceApp in employee-wellbeing-and-mental-health (1), FaceTec in recognition-and-rewards (1), FaceTune in employee-wellbeing-and-mental-health (1), Facebook Workplace in internal-communications-and-intranet (1), Factorial One AI in hr-ai-assistants (1), FeatureSpace (formerly Convercent's whistleblowing module) in whistleblowing-and-investigations (1), Fellow in goals-and-okrs (1), Fidelity Advantage 401[k] in 401k-providers (1), Fidelity Workplace Solutions in hsa-and-fsa-administration (1), Financial Education Services (FES) / United Wealth Education in financial-wellness-platforms (1), Financial Fitness Group in financial-wellness-platforms (1), FinancialJobsWeb.com in job-advertising-and-distribution (1), First Advantage Corp. in background-screening (1), Five Employee Portal in leave-and-absence-management (1), FlexiSpy in employee-monitoring (1), Flexible Benefit Administrators in flexible-benefits-and-lifestyle-spending-accounts (1), Flexible Benefit Service in benefits-administration (1), Flexible Benefit Service LLC (Flex) in flexible-benefits-and-lifestyle-spending-accounts (1), Flexible Benefit Service LLC – “Flex” in flexible-benefits-and-lifestyle-spending-accounts (1), Flexoh in flexible-benefits-and-lifestyle-spending-accounts (1), Flo in employee-wellbeing-and-mental-health (1), Flores Financial Services in hsa-and-fsa-administration (1), Forbes Advisor in peo-providers (1), Forma Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Forms+Excel in employee-engagement-surveys (1), Foundation plan in employee-wellbeing-and-mental-health (1), Frappe ERPNext in time-and-attendance (1), Free Sourcing Tools in recruiting-crm-and-sourcing (1), Free Spreadsheet Templates (Excel, Google Sheets, or Airtable) in succession-planning (1), Freedom/Opal in employee-wellbeing-and-mental-health (1), Freelance.com in internal-talent-marketplace (1), Frontend Masters in online-course-libraries (1), Frontline Absence & Substitute in frontline-employee-apps (1), Frontline ERP & SIS in frontline-employee-apps (1), Frontline Mobile (main app) in frontline-employee-apps (1), Frontline Source Group in staffing-agency-platforms (1), Frontline Time & Attendance in frontline-employee-apps (1), Fuel5 in internal-talent-marketplace (1), Further Health in hsa-and-fsa-administration (1), G-Flex in staffing-agency-platforms (1), G-P Gia in hr-ai-assistants (1), G2.com in interview-scheduling (1), GAIA in compensation-benchmarking-data (1), GP Strategies Corp. in compliance-training (1), GPT-5.4 mini in hr-ai-assistants (1), GSM8K in compensation-benchmarking-data (1), Gapsquare, now XpertHR Gapsquare in pay-equity (1), Gartner Peer in people-analytics (1), Gem Startup Program in recruiting-crm-and-sourcing (1), General Information Services [GIS] in background-screening (1), Generic Slack/Teams integrations in recognition-and-rewards (1), Genesys Cloud WFM / WEM in workforce-management-suites (1), Gerson Lehrman in hr-compliance-and-policy-management (1), Giftly in employee-giving-and-volunteering (1), Gigpro in contingent-workforce-management (1), GitHub Recruiter in recruiting-crm-and-sourcing (1), Givaudan in compensation-management (1), Glassdoor Jobs in job-advertising-and-distribution (1), Gliffy in org-charts-and-org-design (1), Glints in recognition-and-rewards (1), GlobaLeaks – Hermes Center for Transparency and Digital Human Rights in whistleblowing-and-investigations (1), Global Recruiters Solutions in staffing-agency-platforms (1), Global.eaks in whistleblowing-and-investigations (1), Globee Awards in recognition-and-rewards (1), Glorify in employee-wellbeing-and-mental-health (1), GoBenefits in benefits-administration (1), GoToMeeting in video-interviewing (1), Goldman Sachs (Ayco) Financial Wellness in financial-wellness-platforms (1), Goldman Sachs Ayco in financial-wellness-platforms (1), Good Granting in employee-giving-and-volunteering (1), GoodToday in employee-giving-and-volunteering (1), Goodchange in employee-giving-and-volunteering (1), Google Calendar Appointment Schedules in interview-scheduling (1), Google Cloud Vision API in recognition-and-rewards (1), Google Digital Wellbeing in employee-wellbeing-and-mental-health (1), Google Sheet or Excel template in succession-planning (1), Google Sheets add-ons in org-charts-and-org-design (1), Google Sheets or Microsoft Excel in goals-and-okrs (1), Google Workplace Insights in employee-monitoring (1), Google Workspace Chat in internal-communications-and-intranet (1), Google's Internal HR Systems in talent-intelligence (1), Grafana in people-analytics (1), Grant Thornton in compensation-benchmarking-data (1), Grata in recruiting-crm-and-sourcing (1), Great Learning in online-course-libraries (1), Grok 4.1 Fast in hr-ai-assistants (1), Groundwork1 in learning-management-systems (1), Grove HR in hris-and-hcm-platforms (1), Grow Therapy in employee-wellbeing-and-mental-health (1), Guardian in leave-and-absence-management (1), Gumroad in skills-intelligence (1), Gusto Employer of Record in global-payroll-and-employer-of-record (1), Gusto Inc. in earned-wage-access (1), Gusto Pay in financial-wellness-platforms (1), G‑P (Globalization Partners) in global-payroll-and-employer-of-record (1), G‑P (Global‑People) in global-payroll-and-employer-of-record (1), H.R. Smart Group in peo-providers (1), HIPAA Exams in compliance-training (1), HR Acuity On Demand in whistleblowing-and-investigations (1), HR Cloud Workmates in recognition-and-rewards (1), HR Cloud's Workmates in recognition-and-rewards (1), HR Konnect in hr-ai-assistants (1), HR for Health in hr-compliance-and-policy-management (1), HRCloud in leave-and-absence-management (1), HROnDemand / FlexPlans in flexible-benefits-and-lifestyle-spending-accounts (1), HackerEarth FaceCode in video-interviewing (1), HackerRank Community in technical-hiring-assessments (1), HandbookHub in hr-compliance-and-policy-management (1), Handy (now Angi Services) in contingent-workforce-management (1), Handy Technologies / Angi Services in contingent-workforce-management (1), Harmony in hr-ai-assistants (1), HarmonyHR in hr-ai-assistants (1), Harness (formerly HiredScore) in talent-intelligence (1), Hartney Pruett in hr-compliance-and-policy-management (1), Harvard Business Publishing in online-course-libraries (1), Harvard ManageMentor in online-course-libraries (1), Health Matching Account Services, Inc. in hsa-and-fsa-administration (1), Health eCareers in job-advertising-and-distribution (1), HealthPartners in hsa-and-fsa-administration (1), Helply in hr-help-desk-and-case-management (1), HeyTaco Classic in recognition-and-rewards (1), HeyTalent in recruiting-crm-and-sourcing (1), Heyy.io in hr-ai-assistants (1), HiBob Analytics in employee-monitoring (1), HiBob Companion in hr-help-desk-and-case-management (1), HiBob's Bob in hris-and-hcm-platforms (1), HigherMe in job-advertising-and-distribution (1), Hinterview in video-interviewing (1), HireEze / HireEz in recruitment-marketing-and-career-sites (1), HireRiff in technical-hiring-assessments (1), HireRight Solutions Inc. in background-screening (1), Hireflow in interview-scheduling (1), Hiresight in background-screening (1), Hiretalents.com in internal-talent-marketplace (1), Hiring Pro in recruiting-crm-and-sourcing (1), Homebase All-in-One in employee-onboarding (1), HoneyBook or Dubsado in coaching-platforms (1), HubFit in coaching-platforms (1), HubSpot CMS in recruitment-marketing-and-career-sites (1), HubSpot Insights in employee-monitoring (1), HumanEval in compensation-benchmarking-data (1), Humand's Sammy AI in hr-ai-assistants (1), Humanforce in frontline-employee-apps (1), Humanity Time in time-and-attendance (1), Humantic AI in candidate-assessment (1), Hurdlr in time-and-attendance (1), HyperHired, LLC in staffing-agency-platforms (1), IBM Connections in internal-communications-and-intranet (1), IBM Corporation in talent-intelligence (1), IBM Data Science on Coursera in online-course-libraries (1), IBM Kenexa Learning in learning-experience-platforms (1), IBM Peoplesoft in hris-and-hcm-platforms (1), IBM Planning Analytics with Watson in workforce-planning (1), IBM Watson Visual Recognition in recognition-and-rewards (1), IM Mastery Academy / iMarketsLive / IM Academy / IYOVIA in compliance-training (1), INE (Internetwork Expert) in online-course-libraries (1), ISNetworld in contingent-workforce-management (1), ITTT in recognition-and-rewards (1), Idealist in job-advertising-and-distribution (1), Incogneato in employee-engagement-surveys (1), Incruiter.com in interview-scheduling (1), Indeed
's employer dashboard in applicant-tracking-systems (1), Indeed Assessments in candidate-assessment (1), Indeed Assist in hr-ai-assistants (1), Indeed Programmatic in job-advertising-and-distribution (1), Indeed Resume database in recruiting-crm-and-sourcing (1), Index.dev in internal-talent-marketplace (1), Infor HR Service Delivery in hr-help-desk-and-case-management (1), Inpulse in employee-engagement-surveys (1), Insight2 in employee-monitoring (1), Insightful’s free Basic in employee-monitoring (1), Inspira in hsa-and-fsa-administration (1), Instagram DM in whistleblowing-and-investigations (1), Instagram Direct in frontline-employee-apps (1), Instant Checkmate, LLC in background-screening (1), Instant Financial Solutions in earned-wage-access (1), InstantCheckmate in background-screening (1), Instructure Canvas in learning-management-systems (1), Integrity Staffing Solutions in staffing-agency-platforms (1), Interaction Design Foundation (IxDF) in skills-intelligence (1), InternPe in skills-intelligence (1), Interval 360 in 360-feedback (1), Interview Stream in video-interviewing (1), Intervue.io in video-interviewing (1), Intrawaare in internal-communications-and-intranet (1), Ironclad in contingent-workforce-management (1), JSTOR in online-course-libraries (1), JULY in hsa-and-fsa-administration (1), Jellyvision's ALEX in benefits-administration (1), Job&Talent in staffing-agency-platforms (1), Job&Ticket in staffing-agency-platforms (1), JobLeads in staffing-agency-platforms (1), Jobgetter/Jobleads in job-advertising-and-distribution (1), Jobspipe in talent-intelligence (1), Jobstreet by SEEK in job-advertising-and-distribution (1), Jobulator in frontline-employee-apps (1), Joule Staffing Solutions in staffing-agency-platforms (1), Juno Financial in financial-wellness-platforms (1), JusRecruit in ai-recruiting-assistants (1), KPMG Pay Transparency Tool in pay-equity (1), KPMG's Pay Transparency Tool (PTT) in pay-equity (1), Kairos in recognition-and-rewards (1), Kaldi in recognition-and-rewards (1), Kalent in recruiting-crm-and-sourcing (1), Kambeo in employee-giving-and-volunteering (1), Kansys Staffing Group (KSG) in staffing-agency-platforms (1), Kaseware in whistleblowing-and-investigations (1), Kenea/BrassRing in applicant-tracking-systems (1), Kforce in candidate-assessment (1), Kienbaum in compensation-benchmarking-data (1), Kin HR in employee-onboarding (1), KindLink in employee-giving-and-volunteering (1), Kissflow in hr-help-desk-and-case-management (1), Kodiva in technical-hiring-assessments (1), Kodiva.ai in technical-hiring-assessments (1), Koko in employee-wellbeing-and-mental-health (1), Kooth in employee-wellbeing-and-mental-health (1), Kriatix in hr-ai-assistants (1), Kronos (UKG) or UKG Dimensions in time-and-attendance (1), Kula in applicant-tracking-systems (1), Kushner POP in hsa-and-fsa-administration (1), LINPACK (1979) in compensation-benchmarking-data (1), LTI Bridge (Larsen & Toubro Infotech) in succession-planning (1), Laika in coaching-platforms (1), Lattice
u2019s Free Compensation Analysis Template in pay-equity (1), Lattice HR Help Desk in hr-ai-assistants (1), Lattice Performance in succession-planning (1), Learned.io in 360-feedback (1), Learning Tree International in compliance-training (1), LearningRx in compliance-training (1), LeetCode Groups in technical-hiring-assessments (1), LeetCode for Employers in technical-hiring-assessments (1), LeetCode for Enterprise in technical-hiring-assessments (1), Lever By Employ in ai-recruiting-assistants (1), Lever built-in scheduling in interview-scheduling (1), Lexonis in skills-intelligence (1), Liberty Mutual in 401k-providers (1), Life Coach Hub in coaching-platforms (1), Life Surge in financial-wellness-platforms (1), LifeCoachHub in coaching-platforms (1), LifeSpeak in employee-wellbeing-and-mental-health (1), Lifetalk in coaching-platforms (1), Lightcast (formerly Emsi Burning Glass) Open Skills Library in skills-intelligence (1), Lighthouse Group in 401k-providers (1), LimeSurvey in employee-engagement-surveys (1), Lincoln Financial in 401k-providers (1), Lincoln Financial Group in 401k-providers (1), Lincoln Financial Group in leave-and-absence-management (1), LinkedIn Corporation in talent-intelligence (1), LinkedIn Direct Messaging in mentoring-software (1), LinkedIn Job Postings in compensation-benchmarking-data (1), LinkedIn Learning Career Hub in learning-experience-platforms (1), LinkedIn"s Hiring Assistant in ai-recruiting-assistants (1), Lionbridge in compensation-management (1), ListSource in recruiting-crm-and-sourcing (1), LiveRem in pay-equity (1), Lively Health in hsa-and-fsa-administration (1), Llama 4 Maverick in hr-ai-assistants (1), LumApps with Beekeeper in frontline-employee-apps (1), Lumify Group in org-charts-and-org-design (1), Luminal in org-charts-and-org-design (1), Luminate (formerly Cornerstone OnDemand) in workforce-planning (1), Lumity in benefits-administration (1), Lumity in hsa-and-fsa-administration (1), Lumos in employee-onboarding (1), MGMA in compensation-benchmarking-data (1), MLCommons / MLPerf in compensation-benchmarking-data (1), MMLU in compensation-benchmarking-data (1), MTCNN in recognition-and-rewards (1), MTurk in compensation-management (1), Maat Impact in employee-giving-and-volunteering (1), Maestro Learning in online-course-libraries (1), Mainspring / Salary.com in compensation-management (1), Maki People in ai-recruiting-assistants (1), ManageEngine in hr-help-desk-and-case-management (1), Manageable in coaching-platforms (1), Manual Spreadsheets in goals-and-okrs (1), MarketingHire in job-advertising-and-distribution (1), Massachusetts Equal Pay Act calculators in pay-equity (1), MasterClass for Teams in online-course-libraries (1), MedTrainer in compliance-training (1), MedTrainer / ProHIPAA / HIPAA Exams in compliance-training (1), Medefis in contingent-workforce-management (1), Meditopa in employee-wellbeing-and-mental-health (1), Meegle in goals-and-okrs (1), Mentessa in mentoring-software (1), Mentor Me Careers in mentoring-software (1), Mentor Outreach in mentoring-software (1), Mentor.com / mentor.me in mentoring-software (1), MentorBox in mentoring-software (1), MentorHub in mentoring-software (1), MentorPass in mentoring-software (1), MentorTips in mentoring-software (1), Mentoring Circle in mentoring-software (1), Mentoring Works in mentoring-software (1), Mentorline in mentoring-software (1), Mercer Assessments in candidate-assessment (1), Mercer Mettl 360View in 360-feedback (1), Mercer SME/market surveys in compensation-benchmarking-data (1), Mercer Total Remuneration Survey TRS / Management Benchmarking Database / Comptryx in compensation-benchmarking-data (1), Meridian Compensation in compensation-management (1), Meta's "Name Tag" in recognition-and-rewards (1), Microsoft Azure Face in recognition-and-rewards (1), Microsoft Copilot Chat in hr-ai-assistants (1), Microsoft Dynamics NAV in payroll-software (1), Microsoft Excel in leave-and-absence-management (1), Microsoft Excel in people-analytics (1), Microsoft Outlook in workforce-scheduling (1), Microsoft Teams for Education in learning-management-systems (1), Microsoft Visio Plan 1 in org-charts-and-org-design (1), Microsoft Viva Topics in hr-help-desk-and-case-management (1), Microsoft calendar tools in workforce-scheduling (1), Millie Giving in employee-giving-and-volunteering (1), Mimo in technical-hiring-assessments (1), Mind's app library in employee-wellbeing-and-mental-health (1), MindFi in employee-wellbeing-and-mental-health (1), Mindlance Inc. in staffing-agency-platforms (1), Mindvalley Coaching in coaching-platforms (1), Mint – Intuit in financial-wellness-platforms (1), Mintago in financial-wellness-platforms (1), Mitratech Leave in leave-and-absence-management (1), Mitrefinch in time-and-attendance (1), MobileNet in recognition-and-rewards (1), ModernHiring in video-interviewing (1), ModernMetric in candidate-assessment (1), Monarch in financial-wellness-platforms (1), MoneyWellth in financial-wellness-platforms (1), Monument in employee-wellbeing-and-mental-health (1), Moodle LXP in learning-experience-platforms (1), Motivote in recognition-and-rewards (1), Mozilla DeepSpeech in recognition-and-rewards (1), MuckRock in whistleblowing-and-investigations (1), Murekaba in technical-hiring-assessments (1), MyDraw in org-charts-and-org-design (1), MyGig in contingent-workforce-management (1), MyPay at Work in earned-wage-access (1), Mya in ai-recruiting-assistants (1), NAVEX One Compliance Essentials in compliance-training (1), NAVEX SMB Bundle / EthicsPoint Essentials in whistleblowing-and-investigations (1), NAVEX Whistleblowing in whistleblowing-and-investigations (1), NWEA MAP Growth in candidate-assessment (1), National Benefit Services (NBS) in hsa-and-fsa-administration (1), National PEO in peo-providers (1), Naukri in job-advertising-and-distribution (1), Nava in flexible-benefits-and-lifestyle-spending-accounts (1), Neighbourly in employee-giving-and-volunteering (1), Neocase HR Case Management in hr-help-desk-and-case-management (1), Neocase® in hr-help-desk-and-case-management (1), NerdWallet in financial-wellness-platforms (1), Nestor AI in internal-talent-marketplace (1), NetSuite in workforce-planning (1), Netpresenter in frontline-employee-apps (1), NexHealth in workforce-scheduling (1), Nexam in candidate-assessment (1), Nifty in goals-and-okrs (1), Nike Run Club in employee-wellbeing-and-mental-health (1), Northwestern Mutual in 401k-providers (1), Notion or Trello in mentoring-software (1), Nymeria in recruiting-crm-and-sourcing (1), O'Sense Lite in workforce-management-suites (1), OKR Board for Jira & Confluence in goals-and-okrs (1), ONES in goals-and-okrs (1), OPENBLOW in whistleblowing-and-investigations (1), OSWorld in compensation-benchmarking-data (1), OWCF (Open Web Clock Framework) in time-and-attendance (1), Oasis Infobyte in skills-intelligence (1), Octanner in recognition-and-rewards (1), Odin in contingent-workforce-management (1), Odoo Appraisals in performance-management (1), Offlow in leave-and-absence-management (1), Old SharePoint versions in internal-communications-and-intranet (1), One Directory in org-charts-and-org-design (1), One Point HR Solutions in payroll-software (1), One Source The Background Check Company in background-screening (1), One Way Interview in video-interviewing (1), OneEleven’s LaunchPad in financial-wellness-platforms (1), OneTrust EthicalTrack in whistleblowing-and-investigations (1), Open eLearning in course-authoring-tools (1), OpenCATS in staffing-agency-platforms (1), OpenCV DNN module in recognition-and-rewards (1), OpenLeaks in whistleblowing-and-investigations (1), Operation HOPE (HOPE Inside the Workplace) in financial-wellness-platforms (1), Optionimpact in compensation-management (1), OptumBank/Optum in hsa-and-fsa-administration (1), Oracle AI for HCM / Employee Concierge in hr-ai-assistants (1), Oracle Cloud HCM – Workforce Planning in workforce-planning (1), Oracle Compensation Management in compensation-management (1), Oracle Corporation in talent-intelligence (1), Oracle Digital Assistant / Oracle AI Agents in hr-ai-assistants (1), Oracle Fusion Cloud Workforce Compensation in compensation-management (1), Oracle PeopleSoft Learning in learning-management-systems (1), Oracle Primavera P6 in workforce-scheduling (1), Oracle modules in internal-talent-marketplace (1), Org Charts for M365 in org-charts-and-org-design (1), OrgCharting in org-charts-and-org-design (1), Orgimi in org-charts-and-org-design (1), Orient (formerly Convertible) in compensation-management (1), Otus in candidate-assessment (1), Oura in employee-wellbeing-and-mental-health (1), Outlier in coaching-platforms (1), Outlook.com in frontline-employee-apps (1), Outset in candidate-assessment (1), PCMark in compensation-benchmarking-data (1), PEO Marketplace in peo-providers (1), PMG Platform in whistleblowing-and-investigations (1), PR News Job Board in job-advertising-and-distribution (1), PTO Exchange in leave-and-absence-management (1), PW Skills (pwskills.com) in skills-intelligence (1), Packt Publishing in online-course-libraries (1), PageUp Talent & Succession in succession-planning (1), PagerDuty in workforce-scheduling (1), Paradox.ai in talent-intelligence (1), Paradox.ai / "Olivia" McHire in video-interviewing (1), Paragon in 401k-providers (1), PassMark in compensation-benchmarking-data (1), Patriot Payroll's Full Service plan in payroll-software (1), Patron Payroll in payroll-software (1), Pavilion's B2B GTM Compensation Benchmarks in compensation-benchmarking-data (1), PayReview in pay-equity (1), PaycheckCalculator.com in compensation-management (1), Paychex Flex On Demand Pay / OnDemand Pay in earned-wage-access (1), Paychex Inc. in earned-wage-access (1), Paycor Benefits Administration in flexible-benefits-and-lifestyle-spending-accounts (1), Paylocity Holding Corporation in earned-wage-access (1), Paylocity On Demand Payment in earned-wage-access (1), Paylogix, LLC in benefits-administration (1), Payscale Ascent, formerly Payfactors in compensation-management (1), Payscale Knowledge / Payscale Salary Survey in compensation-benchmarking-data (1), Pear Assessment in candidate-assessment (1), Pearson in candidate-assessment (1), Pebb Standard Plan in internal-communications-and-intranet (1), Pella in goals-and-okrs (1), People Plus in hr-help-desk-and-case-management (1), People.ai in org-charts-and-org-design (1), PeoplePath in hr-help-desk-and-case-management (1), Peopleware in workforce-management-suites (1), Perk in financial-wellness-platforms (1), Perplexity Sonar in hr-ai-assistants (1), Personio Assistant in hr-ai-assistants (1), Phodata in pay-equity (1), Pin Finder in recruiting-crm-and-sourcing (1), Pixid VMS in staffing-agency-platforms (1), PlanPlus Global in financial-wellness-platforms (1), Plandro in skills-intelligence (1), PlanetSpark in skills-intelligence (1), Platoon in workforce-planning (1), Playvox WFM in workforce-management-suites (1), Plenryo in org-charts-and-org-design (1), PlusOne Screening Solutions in background-screening (1), Plutox in contingent-workforce-management (1), PocketGuard in financial-wellness-platforms (1), Position Gurus in coaching-platforms (1), Possible in earned-wage-access (1), Possible Finance in earned-wage-access (1), Postmates in contingent-workforce-management (1), Power BI Desktop in people-analytics (1), Premier Job Placements Ltd in staffing-agency-platforms (1), Pride Counseling in employee-wellbeing-and-mental-health (1), PrimePay in compensation-management (1), Primp in video-interviewing (1), Prisms in video-interviewing (1), ProBlogger in job-advertising-and-distribution (1), ProHIPAA in compliance-training (1), ProLifeWhistleblower.com in whistleblowing-and-investigations (1), ProLink in staffing-agency-platforms (1), ProPublica / ICIJ Tips in whistleblowing-and-investigations (1), ProUnite in contingent-workforce-management (1), ProWritingAid in course-authoring-tools (1), Proctortrack in candidate-assessment (1), ProcurePort/eBid Systems in recruiting-crm-and-sourcing (1), Prodigy InfoTech in skills-intelligence (1), Prolific in compensation-management (1), Proofpoint in employee-monitoring (1), Proseer in hsa-and-fsa-administration (1), Pulse Labs in compensation-management (1), PwC's Talent Exchange in internal-talent-marketplace (1), PyTorch Mobile in recognition-and-rewards (1), Pysh in candidate-assessment (1), Qapita in compensation-management (1), Qommet in compensation-management (1), Qualtrics Employ in people-analytics (1), Quantive Results, formerly Gtmhub in goals-and-okrs (1), Questco in peo-providers (1), QuickBooks Desktop in payroll-software (1), QuickBooks online payroll software in payroll-software (1), QuickCoach in coaching-platforms (1), Quietus in whistleblowing-and-investigations (1), QuizMaker in course-authoring-tools (1), R/Python in people-analytics (1), RE Mentor (Real Estate Mentoring) in mentoring-software (1), RSM US in compensation-benchmarking-data (1), Radford McLagan in compensation-benchmarking-data (1), Radford, Aon in compensation-benchmarking-data (1), Raptivity in course-authoring-tools (1), Raymond James in 401k-providers (1), RealPage in background-screening (1), RealPage / LeasingDesk (On-Site Manager, Inc.) in background-screening (1), Reclaim in workforce-scheduling (1), Recruiterbox in applicant-tracking-systems (1), Redcode in compliance-training (1), Rede App in frontline-employee-apps (1), Reedsy in course-authoring-tools (1), Rejoyn in employee-wellbeing-and-mental-health (1), Reliable Staffing in staffing-agency-platforms (1), Remote Healthcare Jobs in job-advertising-and-distribution (1), Remote Time & Attendance in time-and-attendance (1), RemoteDesk in employee-monitoring (1), RemoteHunter in job-advertising-and-distribution (1), RepVisor in talent-intelligence (1), Resolution Hub in whistleblowing-and-investigations (1), Retool in skills-intelligence (1), Reversebackgroundchecks.com in background-screening (1), Revision Village in candidate-assessment (1), Rework People app in hr-ai-assistants (1), Rezolve.ai in hr-help-desk-and-case-management (1), Ripple / Rippling in flexible-benefits-and-lifestyle-spending-accounts (1), Rippling Learning Management in compliance-training (1), Rippling Start in hris-and-hcm-platforms (1), Rippling’s Headcount Planning module in workforce-planning (1), Rise in course-authoring-tools (1), Ruzuku in online-course-libraries (1), SAP Business One in payroll-software (1), SAP Joule for SuccessFactors in hr-ai-assistants (1), SAP SuccessFactors HCM Suite in workforce-planning (1), SAP SuccessFactors Pay Equity in pay-equity (1), SAP SuccessFactors WFM in workforce-management-suites (1), SAP Sustainability in employee-giving-and-volunteering (1), SAVVI Financial in financial-wellness-platforms (1), SEEK in recruitment-marketing-and-career-sites (1), SHPx in hr-compliance-and-policy-management (1), SHRM Multistate Laws Comparison Tool in hr-compliance-and-policy-management (1), SHRM eLearning in compliance-training (1), SIGMA Template Library in succession-planning (1), SMS (Standard Texting) in frontline-employee-apps (1), SPEC benchmarks in compensation-benchmarking-data (1), SVG (Smart Recruiter Group) in job-advertising-and-distribution (1), Safeguard in global-payroll-and-employer-of-record (1), Sage Benefits in hsa-and-fsa-administration (1), Sage HCM in hris-and-hcm-platforms (1), Sageo in 360-feedback (1), Salary.com CompXL in compensation-management (1), Sales Impact Academy in online-course-libraries (1), Sales Incentive Compensation Association (SICA) in compensation-benchmarking-data (1), Salesforce Activity Monitoring in employee-monitoring (1), Salesforce CRM in recruiting-crm-and-sourcing (1), Salesforce Employee Case Management (ECM) in hr-help-desk-and-case-management (1), Salesforce HR Service Center (HRSC) in hr-help-desk-and-case-management (1), Salesforce Sales Cloud in workforce-scheduling (1), Salsify (Salsa) in recruitment-marketing-and-career-sites (1), Samsung Digital Wellbeing in employee-wellbeing-and-mental-health (1), Sapling Solutions in contingent-workforce-management (1), Sayari Corporate Risk Platform in whistleblowing-and-investigations (1), ScheduleFlex / Shiftboard in workforce-scheduling (1), Scion in succession-planning (1), Scout Talent Fetcher in ai-recruiting-assistants (1), Scrimba in online-course-libraries (1), Secret in whistleblowing-and-investigations (1), SecuraHR in hr-compliance-and-policy-management (1), Secure Screening Services in background-screening (1), SecureDrop – Freedom of the Press Foundation in whistleblowing-and-investigations (1), Securian Financial in 401k-providers (1), SendAnywhere in frontline-employee-apps (1), SenseTime in recognition-and-rewards (1), Sentinel Benefits in hsa-and-fsa-administration (1), Sentinel Benefits & Financial Group in hsa-and-fsa-administration (1), Sentinel Group in hsa-and-fsa-administration (1), Sentrient in hr-compliance-and-policy-management (1), ServiceNow EmployeeWorks / Moveworks in hr-ai-assistants (1), ServiceNow HR Service Delivery, HRSD in hr-help-desk-and-case-management (1), ServiceNow HRSD AI in hr-ai-assistants (1), Shapes in people-analytics (1), ShareBuilder in 401k-providers (1), ShareBuilder 401(k)** (Capital One) in 401k-providers (1), SharePoint Intranet-in-a-Box in internal-communications-and-intranet (1), SharePoint Server Subscription Edition in internal-communications-and-intranet (1), SharePoint native in org-charts-and-org-design (1), Shareworks in financial-wellness-platforms (1), ShiftKey in contingent-workforce-management (1), ShiftMed in contingent-workforce-management (1), ShiftMed in staffing-agency-platforms (1), ShiftStart Pro in workforce-scheduling (1), ShiftWise/Flex in contingent-workforce-management (1), Shine.com in employee-onboarding (1), Showpad Coach in coaching-platforms (1), Shufti in employee-onboarding (1), Sigma Ops in goals-and-okrs (1), Simpl in coaching-platforms (1), Simplify.jobs in job-advertising-and-distribution (1), SimplyBook in workforce-scheduling (1), Simular in hr-ai-assistants (1), SkillArbitrage in skills-intelligence (1), Skillate in ai-recruiting-assistants (1), Skillify Solutions in online-course-libraries (1), Skills Management Software in skills-intelligence (1), Skills.sh (Vercel) in skills-intelligence (1), Skillsoft Coaching in coaching-platforms (1), Skillsoft Compliance in compliance-training (1), Skycop in compensation-management (1), Slack Free Plan in frontline-employee-apps (1), Slice Knowledge in course-authoring-tools (1), SmallBiz / Bchex in background-screening (1), Smart Dreamers in recruitment-marketing-and-career-sites (1), Smart Outsourcing Solution in global-payroll-and-employer-of-record (1), SmartBuilder in course-authoring-tools (1), SmartMove in background-screening (1), SmartPath in financial-wellness-platforms (1), Smartsheet Templates in succession-planning (1), Smithery in skills-intelligence (1), Smoothstack in staffing-agency-platforms (1), Sneek in employee-monitoring (1), Social Cues in employee-giving-and-volunteering (1), Sociometric Solutions in people-analytics (1), SolidGigs in internal-talent-marketplace (1), Sona in workforce-scheduling (1), Sonia in ai-recruiting-assistants (1), Sophia Learning in skills-intelligence (1), Sorensen Flexible Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), SoundBetter in internal-talent-marketplace (1), SourceLink in background-screening (1), SourceNow in contingent-workforce-management (1), SourceWhale in recruiting-crm-and-sourcing (1), Sovren in background-screening (1), Spark in employee-giving-and-volunteering (1), Spark Hire ATS in applicant-tracking-systems (1), SparrowDesk in hr-help-desk-and-case-management (1), SpeakUp Report in whistleblowing-and-investigations (1), Spotlight in internal-talent-marketplace (1), Spreadsheet Templates in succession-planning (1), SpringWorks in internal-talent-marketplace (1), SpyFly in background-screening (1), Squirrel in compensation-benchmarking-data (1), StackOverflow in recruiting-crm-and-sourcing (1), StaffCounter in employee-monitoring (1), Staffing Solutions LLC in peo-providers (1), StaffingCorner in contingent-workforce-management (1), StaffingNation (by TCWGlobal) in contingent-workforce-management (1), Stafflinq in workforce-scheduling (1), Staffmark in staffing-agency-platforms (1), Sterling Infosystems, Inc. in background-screening (1), Stevie Awards in recognition-and-rewards (1), StretchDollar in benefits-administration (1), Strove in employee-wellbeing-and-mental-health (1), Structure Inc. in org-charts-and-org-design (1), StuDocu in online-course-libraries (1), Study Hall's YouTube channel in online-course-libraries (1), SubSidekick in frontline-employee-apps (1), Subject.com in learning-experience-platforms (1), SuiteCRM in leave-and-absence-management (1), Sullivan Cotter in compensation-benchmarking-data (1), Summa Workforce in contingent-workforce-management (1), Superprofiler in video-interviewing (1), Surency in flexible-benefits-and-lifestyle-spending-accounts (1), SurveyConnect in 360-feedback (1), SurveyMonkey Team Advantage in 360-feedback (1), SwipeClock / WorkforceHub in time-and-attendance (1), Swoop in recruitment-marketing-and-career-sites (1), Swooped in job-advertising-and-distribution (1), Syncfusion in org-charts-and-org-design (1), Syndico in recruiting-crm-and-sourcing (1), Synk in hr-ai-assistants (1), TAPFIN in contingent-workforce-management (1), TLC Solutions in employee-giving-and-volunteering (1), TMP in staffing-agency-platforms (1), TTA/The TEFL Academy in recognition-and-rewards (1), TWiki in internal-communications-and-intranet (1), Talemetry in recruitment-marketing-and-career-sites (1), Talent Intelligence Lab ATS in talent-intelligence (1), TalentGuard WorkforceGPT in skills-intelligence (1), TalentRank in talent-intelligence (1), Taliant in compliance-training (1), Talkdesk in workforce-management-suites (1), Talmus in financial-wellness-platforms (1), Team in time-and-attendance (1), TeamLive in workforce-scheduling (1), Teamdeck.io in leave-and-absence-management (1), TechCSR in employee-giving-and-volunteering (1), Teleskope Talent Peak in mentoring-software (1), Tend in contingent-workforce-management (1), Tenity in mentoring-software (1), TensorFlow Lite in recognition-and-rewards (1), TestLibrary.com in candidate-assessment (1), Tests4Geeks in technical-hiring-assessments (1), TextKernel in ai-recruiting-assistants (1), The Access Group in flexible-benefits-and-lifestyle-spending-accounts (1), The Angle in employee-giving-and-volunteering (1), The Intercept's Signal channel in whistleblowing-and-investigations (1), The Life Coach School in coaching-platforms (1), The Mentor Method in mentoring-software (1), The Mom Project in job-advertising-and-distribution (1), The Network in whistleblowing-and-investigations (1), The Sales Mentor in mentoring-software (1), The Women Leaders Magazine in recognition-and-rewards (1), Thera in global-payroll-and-employer-of-record (1), TheraNest in employee-wellbeing-and-mental-health (1), TherapyNotes in employee-wellbeing-and-mental-health (1), ThriveSponge in recognition-and-rewards (1), TimeForce (now part of iSolved HCM) in time-and-attendance (1), TimeMoto in time-and-attendance (1), TimeTrex Cloud in time-and-attendance (1), Toddle in candidate-assessment (1), Toggle in time-and-attendance (1), Tony Robbins (Robbins Research International) in coaching-platforms (1), Tony Robbins / Robbins Research International in coaching-platforms (1), Top Class Actions in compensation-management (1), Top Shelf Ecommerce in coaching-platforms (1), Towers Watson in 401k-providers (1), Trabajo in job-advertising-and-distribution (1), TrainHeroic in coaching-platforms (1), TransUnion Rental Screening Solutions in background-screening (1), TribeOS in hr-compliance-and-policy-management (1), Trilogy in skills-intelligence (1), Triton in background-screening (1), Truebill, now Rocket Money in financial-wellness-platforms (1), Truist in financial-wellness-platforms (1), TrustHub/TrustBox in whistleblowing-and-investigations (1), TruthFinder, LLC in background-screening (1), Tumblr in employee-wellbeing-and-mental-health (1), Twilio Frontline in frontline-employee-apps (1), U.S. Bureau of Labor Statistics (BLS) Occupational Employment Statistics in compensation-benchmarking-data (1), UKG (Ultimate Kronos Group) – Kronos Private Cloud in hr-compliance-and-policy-management (1), UKG (Ultimate Kronos Group) — UKG Pro & UKG Dimensions in workforce-management-suites (1), UKG Bryte / assistive AI in hr-ai-assistants (1), UKG Pro Benefits Hub in benefits-administration (1), UKG Pro Talent Management in succession-planning (1), UKG Xander in hr-ai-assistants (1), UMB in hsa-and-fsa-administration (1), UMB Bank in hsa-and-fsa-administration (1), US Bank in financial-wellness-platforms (1), Ultimate Kronos Group Inc. in earned-wage-access (1), Ultra-Staff EDGE in staffing-agency-platforms (1), Unacademy in learning-experience-platforms (1), UneeQ Immersive Training Platform in learning-experience-platforms (1), Union Bank and Trust in payroll-software (1), United Wealth Services in financial-wellness-platforms (1), UnitedHealthcare in hsa-and-fsa-administration (1), Urban Upbring in employee-wellbeing-and-mental-health (1), Utilpro in applicant-tracking-systems (1), VALIC in 401k-providers (1), VacationTracker in leave-and-absence-management (1), Vanguard (as 401(k) administrator) in 401k-providers (1), Vantage 360 in performance-management (1), VantagePoint in 360-feedback (1), Variable.com in compensation-management (1), Vector VMS in contingent-workforce-management (1), Vedantu in learning-experience-platforms (1), Velocity Advisory in hr-compliance-and-policy-management (1), Vendorapp in contingent-workforce-management (1), Vensure Employer Solutions in peo-providers (1), Veriato Investigator in whistleblowing-and-investigations (1), Verifi (formerly Verifile) in background-screening (1), VerifyMe in background-screening (1), Verisource Services in flexible-benefits-and-lifestyle-spending-accounts (1), Veritinga (formerly Accruent) in contingent-workforce-management (1), VerticalID in background-screening (1), Verzeo in skills-intelligence (1), Vestwell Holdings Inc. in 401k-providers (1), Veyon in employee-monitoring (1), Vibe Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Vimeo On Demand in online-course-libraries (1), VirgilHR in hr-compliance-and-policy-management (1), Virtuosis AI in employee-wellbeing-and-mental-health (1), Visier Inc. in talent-intelligence (1), Visual Workforce in skills-intelligence (1), Viva Insights in employee-wellbeing-and-mental-health (1), Vivid Health in employee-wellbeing-and-mental-health (1), VocoVision in video-interviewing (1), VocoVista in video-interviewing (1), VolunteerLocal in employee-giving-and-volunteering (1), Voom in technical-hiring-assessments (1), Voomer in technical-hiring-assessments (1), VoxScreen in video-interviewing (1), Vyte in interview-scheduling (1), WCBRB Worldwide Certified Business Review Board in recognition-and-rewards (1), WEF Global Skills Taxonomy in skills-intelligence (1), WEM Suite WFM in workforce-management-suites (1), WTW Engage in employee-engagement-surveys (1), WalkMe Learning Arc in online-course-libraries (1), Waybook Org Chart Maker in org-charts-and-org-design (1), Wayground in candidate-assessment (1), WaypointHR in hris-and-hcm-platforms (1), WeTransfer in frontline-employee-apps (1), Wealthfront (formerly Personal Capital) in financial-wellness-platforms (1), WebWork Time Tracker in employee-monitoring (1), Wedge in video-interviewing (1), Wellness.ai in employee-wellbeing-and-mental-health (1), Weyland (or Stiltz.io) in internal-communications-and-intranet (1), WhenIsGood in workforce-scheduling (1), WhenWorked in workforce-management-suites (1), Whetstone (1964) in compensation-benchmarking-data (1), Whisper in whistleblowing-and-investigations (1), Whistleblower Aid in whistleblowing-and-investigations (1), WideAngle in 360-feedback (1), Windows Hello in recognition-and-rewards (1), Winning by Design in online-course-libraries (1), Witik in whistleblowing-and-investigations (1), Wondershare (MindMaster) in org-charts-and-org-design (1), Wondershare EdrawMax in org-charts-and-org-design (1), WordPress-based LMS setups in learning-management-systems (1), WorkEasy in time-and-attendance (1), WorkWise in hr-compliance-and-policy-management (1), Workana in internal-talent-marketplace (1), Workativ's BambooHR Chatbot in hr-ai-assistants (1), Workday AI Candidate Screening in hr-ai-assistants (1), Workday AI screening in ai-recruiting-assistants (1), Workday AI-powered candidate screening in hr-ai-assistants (1), Workday Career Hub/Talent Marketplace in internal-talent-marketplace (1), Workday HCM Talent Management in succession-planning (1), Workday Marketplace in internal-talent-marketplace (1), Workday Paradox Conversational ATS in hr-ai-assistants (1), Workday Talent Intelligence / Workday Skills Cloud in talent-intelligence (1), Workday’s own Career Hub and Talent Marketplace in internal-talent-marketplace (1), Workforce Logic in contingent-workforce-management (1), Workforce Now in interview-scheduling (1), Workforce Now / ADP Workforce Now in payroll-software (1), Workforce Software [ADP] in workforce-management-suites (1), Workleap Onboarding in employee-onboarding (1), Workplace Compliance Services in compliance-training (1), Worksome VMS in contingent-workforce-management (1), Workvivo Small Business Plan in internal-communications-and-intranet (1), X-Team in internal-talent-marketplace (1), XWiki in internal-communications-and-intranet (1), Xactly's Sales Compensation Report in compensation-benchmarking-data (1), Xactly's/Benchmarkit's B2B sales compensation survey in compensation-benchmarking-data (1), Xenium in peo-providers (1), Xmind Org Chart Maker in org-charts-and-org-design (1), Xobni in interview-scheduling (1), Yahoo Mail in frontline-employee-apps (1), Yitu Technology in recognition-and-rewards (1), Yodel.io in interview-scheduling (1), Your Future Career in online-course-libraries (1), ZappyApp in recognition-and-rewards (1), ZappyVue (Zappyhire) in video-interviewing (1), Zarla in recruitment-marketing-and-career-sites (1), Zavvy in internal-talent-marketplace (1), ZayZoon Inc. in earned-wage-access (1), Zearn in learning-experience-platforms (1), Zenefits, now TriNet HR Platform in hris-and-hcm-platforms (1), Zenesys in hsa-and-fsa-administration (1), Zest Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Zogo in financial-wellness-platforms (1), Zoho Shifts in workforce-scheduling (1), Zoho Workerly in workforce-scheduling (1), Zoios in people-analytics (1), Zoom Scheduler in interview-scheduling (1), Zoom or Microsoft Teams in video-interviewing (1), airfocus in goals-and-okrs (1), better.ai in skills-intelligence (1), cioreview.com in recognition-and-rewards (1), dlib in recognition-and-rewards (1), eFinancialCareers in job-advertising-and-distribution (1), eTrade in 401k-providers (1), eXtreme TeamPlot in org-charts-and-org-design (1), fast.ai in online-course-libraries (1), free LinkedIn search in recruiting-crm-and-sourcing (1), i-Ready (Curriculum Associates) in candidate-assessment (1), iCIMS Employer Branding in recruitment-marketing-and-career-sites (1), iCloud Drive in frontline-employee-apps (1), iHire Healthcare in job-advertising-and-distribution (1), iMocha Skills Intelligence Cloud in skills-intelligence (1), iMonitor in employee-monitoring (1), iSpring Learn LMS in learning-experience-platforms (1), iTutorGroup’s Proprietary Scoring Tool in hr-ai-assistants (1), isolved Giving & Volunteering in employee-giving-and-volunteering (1), leadity in employee-giving-and-volunteering (1), logisticstechoutlook.com in recognition-and-rewards (1), medtechbusinessreview.com in recognition-and-rewards (1), mentormate.com in mentoring-software (1), my*Wealth* Being in financial-wellness-platforms (1), official Frontline app in frontline-employee-apps (1), orginio in org-charts-and-org-design (1), peopleHum Phia in hr-ai-assistants (1), ravio.com in compensation-benchmarking-data (1), salarycube.com in compensation-benchmarking-data (1), theciotimes.com in recognition-and-rewards (1), thecoachme.com / coach.me in coaching-platforms (1), whistleblower in whistleblowing-and-investigations (1), whistleblowersoftware.com in whistleblowing-and-investigations (1)

Excluded by rule, 14 labels not scored:

People Managing People (4; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Dupple (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap.com (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Outsource Accelerator (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), People Managing People pick (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Select Software Reviews (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WifiTalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1829 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Benevity in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (58), Fidelity in 401k-providers read as Fidelity Advantage 401 (34), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (33), Fidelity in hsa-and-fsa-administration read as Fidelity HSA (31), SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (30), ADP in 401k-providers read as ADP Retirement Services (26), Empower in 401k-providers read as Empower Retirement (26), 15Five in employee-engagement-surveys read as 15Five Engage (25), Workday in hris-and-hcm-platforms read as Workday HCM (25), Workday in succession-planning read as Workday Succession Planning (24), Paychex in payroll-software read as Paychex Flex (23), WEX in hsa-and-fsa-administration read as WEX Benefits (22), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (21), Workday in performance-management read as Workday HCM Performance Management (19), Coursera in online-course-libraries read as Coursera for Business (18), Workday in workforce-management-suites read as Workday Workforce Management (18), Trusaic in pay-equity read as Trusaic PayParity (17), Calm in employee-wellbeing-and-mental-health read as Calm Health (16), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (15), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (15), Skillsoft in compliance-training read as Skillsoft Percipio (15), TalentGuard in succession-planning read as TalentGuard Succession Planning (15), BambooHR in hr-ai-assistants read as Ask BambooHR (14), BambooHR in time-and-attendance read as BambooHR Time Tracking (14), Lattice in compensation-management read as Lattice Compensation (14), Navia in hsa-and-fsa-administration read as Navia Benefit Solutions (14), Workativ in hr-ai-assistants read as Workativ Assistant (14), Eightfold in talent-intelligence read as Eightfold AI (13), NAVEX in whistleblowing-and-investigations read as NAVEX One (13), Patriot Software in payroll-software read as Patriot Payroll (13), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (13), Workday in compensation-management read as Workday Compensation (13), ADP in benefits-administration read as ADP Workforce Now (12), Litmos in learning-management-systems read as SAP Litmos (12), Workday in applicant-tracking-systems read as Workday Recruiting (12), Workday in benefits-administration read as Workday HCM (12), Workday in people-analytics read as Workday People Analytics (12), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (12), BambooHR in compensation-management read as BambooHR Compensation (11), Boon in coaching-platforms read as Boon Health (11), Eightfold in internal-talent-marketplace read as Eightfold AI (11), Eightfold in skills-intelligence read as Eightfold AI (11), Oyster HR in global-payroll-and-employer-of-record read as Oyster (11), RemotePeople in global-payroll-and-employer-of-record read as Remote People (11), beqom in pay-equity read as beqom Pay Equity (11), Barley in pay-equity read as Workleap Compensation (10), Criteria in candidate-assessment read as Criteria Corp (10), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (10), Skillsoft in online-course-libraries read as Skillsoft Percipio (10), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (10), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (9), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (9), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (9), Workday in ai-recruiting-assistants read as Workday Recruiting (9), PeopleFluent in succession-planning read as PeopleFluent Succession Management (8), Pluralsight in skills-intelligence read as Pluralsight Skills (8), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (8), Salary.com in pay-equity read as Salary.com Pay Equity (8), TalentDesk in contingent-workforce-management read as TalentDesk.io (8), UKG Pro in succession-planning read as UKG Pro Succession Planning (8), Verint in workforce-management-suites read as Verint Workforce Management (8), Workday in talent-intelligence read as Workday Skills Cloud (8), Workday in time-and-attendance read as Workday Time Tracking (8), Accurate in background-screening read as Accurate Background (7), Betterment in 401k-providers read as Betterment at Work (7), Canvas in learning-management-systems read as Canvas LMS (7), Confluence in internal-communications-and-intranet read as Atlassian Confluence (7), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (7), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (7), Deel HR in employee-onboarding read as Deel (7), Eightfold in ai-recruiting-assistants read as Eightfold AI (7), HRSoft in compensation-management read as HRSoft Compensation Management (7), Igloo in internal-communications-and-intranet read as Igloo Software (7), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (7), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (7), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (7), Workday in internal-talent-marketplace read as Workday Talent Marketplace (7), Workleap (formerly Officevibe) in employee-engagement-surveys read as Workleap Officevibe (7), Aon in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (6), Deel in workforce-planning read as Deel Workforce Planning (6), Deel HR in hr-compliance-and-policy-management read as Deel (6), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (6), NAVEX One in compliance-training read as NAVEX (6), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (6), Officevibe in employee-engagement-surveys read as Workleap Officevibe (6), Workday in hr-ai-assistants read as Workday Illuminate (6), Zenefits in benefits-administration read as TriNet Zenefits (6), ADP in workforce-management-suites read as ADP Workforce Now (5), Ally.io in goals-and-okrs read as Microsoft Viva Goals (5), Conexis in contingent-workforce-management read as Conexis VMS (5), Cornerstone in learning-management-systems read as Cornerstone OnDemand (5), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (5), Deel HR in hris-and-hcm-platforms read as Deel (5), EasyHire in video-interviewing read as EasyHire.me (5), Fidelity Investments in hsa-and-fsa-administration read as Fidelity HSA (5), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (5), NICE in workforce-management-suites read as NICE Workforce Management (5), Oracle in succession-planning read as Oracle Fusion Cloud HCM (5), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (5), Oracle HCM Cloud in benefits-administration read as Oracle Fusion Cloud HCM (5), Oracle HCM Cloud in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (5), Power BI in people-analytics read as Microsoft Power BI (5), Qualtrics in 360-feedback read as Qualtrics 360 Development (5), SAP in workforce-management-suites read as SAP SuccessFactors (5), Skillsoft in skills-intelligence read as Skillsoft Percipio (5), Workhuman in people-analytics read as Workhuman iQ (5), iCIMS in talent-intelligence read as iCIMS Talent Cloud (5), ADP in compensation-management read as ADP Workforce Now (4), ADP in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (4), Affirmity PayStat in pay-equity read as Affirmity (4), Atlas in global-payroll-and-employer-of-record read as Atlas HXM (4), Beqom in pay-equity read as beqom Pay Equity (4), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (4), Cascade in goals-and-okrs read as Cascade Strategy (4), Coursera in learning-experience-platforms read as Coursera for Business (4), Coursera for Business in skills-intelligence read as Coursera (4), Deel in succession-planning read as Deel HR (4), EdApp in compliance-training read as SC Training (4), Gtmhub in goals-and-okrs read as Quantive (4), Mineral in hr-compliance-and-policy-management read as Mitratech Mineral (4), MoneyLion in earned-wage-access read as MoneyLion – Instacash (4), MyHub in internal-communications-and-intranet read as MyHub Intranet (4), Officevibe (by Workleap) in employee-engagement-surveys read as Workleap Officevibe (4), Paychex in hr-compliance-and-policy-management read as Paychex Flex (4), Payscale Ascent in pay-equity read as Payscale (4), SAP Litmos in learning-experience-platforms read as Litmos (4), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (4), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (4), SAP SuccessFactors HCM in internal-communications-and-intranet read as SAP SuccessFactors (4), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (4), Syndio PayEQ in pay-equity read as Syndio (4), Tracker in staffing-agency-platforms read as Tracker RMS (4), Workday in interview-scheduling read as Workday Recruiting (4), Workday HCM in workforce-management-suites read as Workday Workforce Management (4), Workday Performance in performance-management read as Workday HCM Performance Management (4), ADP in time-and-attendance read as ADP Workforce Now (3), Absorb in compliance-training read as Absorb LMS (3), Articulate Rise in course-authoring-tools read as Articulate Rise 360 (3), BambooHR (Ask BambooHR) in hr-ai-assistants read as Ask BambooHR (3), Blackboard in learning-management-systems read as Blackboard Learn (3), Bucketlist in recognition-and-rewards read as Bucketlist Rewards (3), Canvas by Instructure in learning-management-systems read as Canvas LMS (3), Carta Total Comp in compensation-benchmarking-data read as Carta Total Compensation (3), Ceridian Dayforce in payroll-software read as Dayforce (3), Ceridian Dayforce in workforce-management-suites read as Dayforce (3), Cornerstone in compliance-training read as Cornerstone OnDemand (3), Cornerstone in skills-intelligence read as Cornerstone OnDemand (3), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (3), Deel in pay-equity read as Deel Compensation/Pay Equity (3), Deel Payroll in payroll-software read as Deel (3), Dovetail in hr-help-desk-and-case-management read as Dovetail Software (3), Facebook in job-advertising-and-distribution read as Facebook Jobs (3), Glint in employee-engagement-surveys read as Microsoft Viva Glint (3), HiBob HRIS in workforce-planning read as HiBob (3), Infor in workforce-management-suites read as Infor Workforce Management (3), Lightcast in skills-intelligence read as Lightcast Open Skills (3), LinkedIn in recruitment-marketing-and-career-sites read as LinkedIn Talent Solutions (3), Mercer in compensation-management read as Mercer IBE (3), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (3), Oracle in compensation-management read as Oracle Fusion Cloud Compensation (3), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (3), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (3), Oracle HCM Cloud in succession-planning read as Oracle Fusion Cloud HCM (3), Paychex in hris-and-hcm-platforms read as Paychex Flex (3), Powell in internal-communications-and-intranet read as Powell Intranet (3), Replika in employee-wellbeing-and-mental-health read as Replika: My AI Friend (3), ServiceNow in hr-ai-assistants read as ServiceNow HR Service Delivery (3), ServiceNow HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (3), Skillsoft (Percipio) in compliance-training read as Skillsoft Percipio (3), Trusaic (PayParity) in pay-equity read as Trusaic PayParity (3), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (3), Workday HCM in hr-help-desk-and-case-management read as Workday Human Capital Management (3), Workday HCM in leave-and-absence-management read as Workday (3), Zenefits in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (3), dominKnow in course-authoring-tools read as dominKnow | ONE (3), iCIMS in staffing-agency-platforms read as iCIMS Talent Cloud (3), ADP in peo-providers read as ADP TotalSource (2), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (2), Absorb in employee-onboarding read as Absorb LMS (2), Acorn in skills-intelligence read as Acorn PLMS (2), Acuity in interview-scheduling read as Acuity Scheduling (2), Alight in flexible-benefits-and-lifestyle-spending-accounts read as Alight Solutions (2), Ally.io (Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (2), BambooHR AI in hr-ai-assistants read as Ask BambooHR (2), BambooHR Elite in compensation-management read as BambooHR Compensation (2), Calabrio in workforce-management-suites read as Calabrio ONE (2), Canvas (Instructure) in learning-management-systems read as Canvas LMS (2), Ceridian (Dayforce) in global-payroll-and-employer-of-record read as Dayforce (2), Confluence (Atlassian) in internal-communications-and-intranet read as Atlassian Confluence (2), Deel HR in leave-and-absence-management read as Deel (2), Deel Services in pay-equity read as Deel Compensation/Pay Equity (2), Freelancer in internal-talent-marketplace read as Freelancer.com (2), Gomo in course-authoring-tools read as Gomo Learning (2), Google Calendar appointment schedules in workforce-scheduling read as Google Calendar (2), Headspace Care in employee-wellbeing-and-mental-health read as Ginger (2), HiBob HRIS in employee-onboarding read as HiBob (2), HiBob HRIS in hris-and-hcm-platforms read as HiBob (2), Hogan in candidate-assessment read as Hogan Assessments (2), Ingentis in org-charts-and-org-design read as Ingentis org.manager (2), Kronos (UKG) in time-and-attendance read as UKG Pro Workforce Management (2), Lattice in pay-equity read as Lattice Compensate (2), Legion in workforce-management-suites read as Legion WFM (2), Litmos in compliance-training read as SAP Litmos (2), NAVEX One in hr-compliance-and-policy-management read as NAVEX PolicyTech (2), Oracle in people-analytics read as Oracle Fusion HCM Analytics (2), Oracle Cloud HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Oracle Fusion Cloud Workforce Management in workforce-management-suites read as Oracle Workforce Management (2), Oracle HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (2), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (2), Oyster HR in hr-compliance-and-policy-management read as Oyster (2), ProProfs in learning-experience-platforms read as ProProfs Training Maker (2), QuickBooks in payroll-software read as QuickBooks Payroll (2), RUN Powered by ADP in employee-onboarding read as ADP RUN (2), SAP in global-payroll-and-employer-of-record read as SAP SuccessFactors Employee Central Payroll (2), SAP in hr-compliance-and-policy-management read as SAP SuccessFactors (2), SAP in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (2), SAP in leave-and-absence-management read as SAP SuccessFactors (2), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (2), SAP SuccessFactors in learning-experience-platforms read as SAP SuccessFactors Learning (2), SAP SuccessFactors in learning-management-systems read as SAP SuccessFactors Learning (2), SAP SuccessFactors HCM in hr-help-desk-and-case-management read as SAP SuccessFactors (2), Salary.com by CompAnalyst in compensation-benchmarking-data read as Salary.com CompAnalyst (2), Sana in learning-experience-platforms read as Sana Learn (2), Sana in learning-management-systems read as Sana Learn (2), Taleo in applicant-tracking-systems read as Oracle Taleo (2), Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (2), Toggl in employee-monitoring read as Toggl Track (2), UKG in compensation-management read as UKG Pro Compensation (2), Workday in global-payroll-and-employer-of-record read as Workday Payroll (2), Workday in pay-equity read as Workday Pay Equity (2), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (2), Workday in skills-intelligence read as Workday Skills Cloud (2), Workday in workforce-scheduling read as Workday Workforce Management (2), Workday Adaptive in workforce-planning read as Workday Adaptive Planning (2), Workday Benefits in benefits-administration read as Workday HCM (2), Workday Benefits in flexible-benefits-and-lifestyle-spending-accounts read as Workday (2), Workday HCM in employee-onboarding read as Workday (2), Workday HCM in hr-compliance-and-policy-management read as Workday (2), Workday HCM in pay-equity read as Workday Pay Equity (2), Workleap in performance-management read as Workleap Officevibe (2), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (2), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (2), ADP in pay-equity read as ADP DataCloud (1), ADP in workforce-scheduling read as ADP Workforce Now (1), ADP (RUN Powered by ADP) in time-and-attendance read as ADP Workforce Now (1), ADP (RUN, eLaborManager, Workforce Now) in time-and-attendance read as ADP Workforce Now (1), ADP (Starter-k Complete) in 401k-providers read as ADP Retirement Services (1), ADP (Workforce Now / RUN) in time-and-attendance read as ADP Workforce Now (1), ADP (Workforce Now / Run) in time-and-attendance read as ADP Workforce Now (1), ADP (Workforce Now) in benefits-administration read as ADP Workforce Now (1), ADP (specifically Workforce Now) in benefits-administration read as ADP Workforce Now (1), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP Retirement in 401k-providers read as ADP Retirement Services (1), ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), ADP Wisely in earned-wage-access read as Wisely (1), ADP Workforce Now Benefits Administration in benefits-administration read as ADP Workforce Now (1), Absorb in learning-experience-platforms read as Absorb LMS (1), Adapt in course-authoring-tools read as Adapt Learning (1), Alight in benefits-administration read as Alight Solutions (1), Ally in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (now Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Apollo in recruiting-crm-and-sourcing read as Apollo.io (1), Arya Pulse in talent-intelligence read as Arya (1), Atlassian (Jira Service Management for HR) in hr-help-desk-and-case-management read as Jira Service Management (1), Atlassian Jira Service Management in hr-help-desk-and-case-management read as Jira Service Management (1), Avature in contingent-workforce-management read as Avature VMS (1), Bain in compensation-benchmarking-data read as Bain & Company (1), BambooHR in recruitment-marketing-and-career-sites read as BambooHR Recruiting (1), BambooHR (Time & Attendance add-on) in time-and-attendance read as BambooHR Time Tracking (1), Barley (Workleap) in pay-equity read as Workleap Compensation (1), Benevity (Benevity Spark) in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (1), Benevity (Essentials) in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (1), Betterment (Betterment at Work) in 401k-providers read as Betterment at Work (1), Blue Yonder in workforce-management-suites read as Blue Yonder Workforce Management (1), Boon (Boon Health) in coaching-platforms read as Boon Health (1), Calm (Calm Business) in employee-wellbeing-and-mental-health read as Calm Health (1), Canvas in learning-experience-platforms read as Canvas LMS (1), Canvas (Instructure) in learning-experience-platforms read as Canvas LMS (1), Canvas (by Instructure) in learning-management-systems read as Canvas LMS (1), Ceridian in hris-and-hcm-platforms read as Dayforce (1), Ceridian Dayforce in time-and-attendance read as Dayforce (1), CompAnalyst (Salary.com) in pay-equity read as Salary.com CompAnalyst (1), Comprehensive in pay-equity read as Comprehensive.io (1), Cornerstone in performance-management read as Cornerstone OnDemand (1), Cornerstone (EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (including EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (including former EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), CourseBox in course-authoring-tools read as Coursebox AI (1), Criteria (HireSelect) in candidate-assessment read as Criteria Corp (1), Criteria (formerly CritiCorp) in candidate-assessment read as Criteria Corp (1), Cypher in learning-experience-platforms read as CYPHER Learning (1), DISA in background-screening read as DISA Global Solutions (1), Dayforce Workforce Management in workforce-management-suites read as Dayforce (1), Deel in hr-help-desk-and-case-management read as Deel HR (1), Deel in people-analytics read as Deel HR (1), Deel HR in org-charts-and-org-design read as Deel (1), Deel HR in performance-management read as Deel (1), EdApp in learning-experience-platforms read as SC Training (1), Effy in 360-feedback read as Effy AI (1), Effy in hr-ai-assistants read as Effy AI (1), Eightfold in recruiting-crm-and-sourcing read as Eightfold AI (1), Eightfold in recruitment-marketing-and-career-sites read as Eightfold AI (1), Empower (formerly TD Ameritrade/Pearl) in 401k-providers read as Empower Retirement (1), Espressive in hr-ai-assistants read as Espressive Barista (1), Facebook (Job Listings feature) in job-advertising-and-distribution read as Facebook Jobs (1), Gallup in employee-engagement-surveys read as Gallup Access (1), Glint (LinkedIn) in employee-engagement-surveys read as Microsoft Viva Glint (1), Glint (Microsoft) in people-analytics read as Microsoft Viva Glint (1), Google Forms with Looker Studio in employee-engagement-surveys read as Google Forms (1), Guru in skills-intelligence read as Guru.com (1), Guru.com in internal-talent-marketplace read as Guru (1), Gusto in earned-wage-access read as Gusto Wallet (1), HelpDesk in hr-help-desk-and-case-management read as HelpDesk.com (1), HiBob HRIS in performance-management read as HiBob (1), Korn Ferry (Hay Group) in compensation-benchmarking-data read as Korn Ferry Pay (1), Kronos (UKG Ready) in time-and-attendance read as UKG Pro Workforce Management (1), Lattice (Compensation Add-on) in pay-equity read as Lattice Compensate (1), Legion in workforce-scheduling read as Legion WFM (1), LeverTRM in recruiting-crm-and-sourcing read as Lever (1), LeverTRM (by Lever) in recruiting-crm-and-sourcing read as Lever (1), Lightcast (Emsi Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), Lightcast (formerly Emsi Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), LinkedIn (Basic) in recruitment-marketing-and-career-sites read as LinkedIn Talent Solutions (1), Litmos in course-authoring-tools read as SAP Litmos (1), Litmos (SAP Litmos) in learning-management-systems read as SAP Litmos (1), Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (1), Lucidchart/Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (1), McKinsey in compensation-benchmarking-data read as McKinsey & Company (1), Meta Ads in job-advertising-and-distribution read as Meta (1), Microsoft Teams (Frontline F1) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams Frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mitratech Mineral Elite in hr-compliance-and-policy-management read as Mitratech Mineral (1), MoneyLion (Instacash) in earned-wage-access read as MoneyLion – Instacash (1), NAVEX (EthicsPoint / NAVEX One) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX (EthicsPoint Essentials) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX (NAVEX One / EthicsPoint / WhistleB) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX Global (EthicsPoint) in whistleblowing-and-investigations read as NAVEX One (1), NICE WFM in workforce-management-suites read as NICE Workforce Management (1), NICE WFM (specifically older legacy modules) in workforce-management-suites read as NICE Workforce Management (1), Navex in whistleblowing-and-investigations read as NAVEX One (1), Navex (formerly EthicsPoint) in whistleblowing-and-investigations read as NAVEX One (1), Neocase in hr-help-desk-and-case-management read as Neocase HR (1), NiCE in workforce-management-suites read as NICE Workforce Management (1), NiCE WFM in workforce-management-suites read as NICE Workforce Management (1), Noon in talent-intelligence read as Noon AI (1), Noon AI in recruiting-crm-and-sourcing read as Noon (1), Officevibe (HubSpot) in employee-engagement-surveys read as Workleap Officevibe (1), Officevibe (Workleap) in employee-engagement-surveys read as Workleap Officevibe (1), Officevibe by Workleap in employee-engagement-surveys read as Workleap Officevibe (1), Oracle in frontline-employee-apps read as Oracle HCM Cloud (1), Oracle in global-payroll-and-employer-of-record read as Oracle HCM Cloud (1), Oracle in learning-management-systems read as Oracle Learning (1), Oracle in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle in time-and-attendance read as Oracle Time and Labor (1), Oracle (PeopleSoft) in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Cloud HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Fusion in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle Fusion Agentic Applications in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Fusion Cloud HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle HCM in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM Cloud in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (w/ WFM) in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud Succession Planning in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HR Help Desk Cloud Service in hr-help-desk-and-case-management read as Oracle HR Help Desk (1), Papaya in global-payroll-and-employer-of-record read as Papaya Global (1), Patriot Payroll in hr-compliance-and-policy-management read as Patriot Software (1), Patriot Software (Full Service) in payroll-software read as Patriot Payroll (1), Paychex in benefits-administration read as Paychex Flex (1), Paychex in flexible-benefits-and-lifestyle-spending-accounts read as Paychex Flex (1), Paychex in global-payroll-and-employer-of-record read as Paychex Flex (1), Paychex (Flex or SurePayroll) in payroll-software read as Paychex Flex (1), Paylocity Global Payroll in global-payroll-and-employer-of-record read as Paylocity (1), Payscale Ascent (formerly Payfactors) in pay-equity read as Payscale (1), Peakon (Workday) in employee-engagement-surveys read as Workday Peakon Employee Voice (1), Peakon (now part of Workday) in employee-engagement-surveys read as Workday Peakon Employee Voice (1), PeopleSoft in hris-and-hcm-platforms read as Oracle PeopleSoft (1), Pluralsight Skills in online-course-libraries read as Pluralsight (1), ProProfs in compliance-training read as ProProfs Training Maker (1), ProProfs Training in compliance-training read as ProProfs Training Maker (1), ProProfs Training in online-course-libraries read as ProProfs Training Maker (1), Professional.me in internal-talent-marketplace read as Professional.me Internal Mobility (1), Qualtrics in people-analytics read as Qualtrics EmployeeXM (1), Qualtrics (360 Development) in 360-feedback read as Qualtrics 360 Development (1), Qualtrics (XM) in employee-engagement-surveys read as Qualtrics EmployeeXM (1), Qualtrics 360 in 360-feedback read as Qualtrics 360 Development (1), Qualtrics 360 (EmployeeXM) in 360-feedback read as Qualtrics 360 Development (1), QuickBooks in contingent-workforce-management read as QuickBooks Online (1), QuickBooks Online in payroll-software read as QuickBooks Payroll (1), QuickBooks Online Payroll in payroll-software read as QuickBooks Payroll (1), QuickBooks Workforce in time-and-attendance read as QuickBooks Time (1), RUN Powered by ADP in hris-and-hcm-platforms read as ADP RUN (1), Replika (AI companion app) in employee-wellbeing-and-mental-health read as Replika: My AI Friend (1), Run Powered by ADP in hris-and-hcm-platforms read as ADP RUN (1), SAP in benefits-administration read as SAP SuccessFactors (1), SAP in employee-onboarding read as SAP SuccessFactors (1), SAP in hr-help-desk-and-case-management read as SAP SuccessFactors (1), SAP in pay-equity read as SAP SuccessFactors (1), SAP in talent-intelligence read as SAP SuccessFactors (1), SAP in workforce-planning read as SAP SuccessFactors Workforce Planning (1), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (1), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (1), SAP SuccessFactors (Succession & Development) in succession-planning read as SAP SuccessFactors Succession & Development (1), SAP SuccessFactors HCM in benefits-administration read as SAP SuccessFactors (1), SAP SuccessFactors Time Tracking in time-and-attendance read as SAP SuccessFactors Time Management (1), Salary.com (CompAnalyst) in pay-equity read as Salary.com Pay Equity (1), Salary.com (CompAnalyst/PayFactors) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), SalaryCube in compensation-management read as SalaryCube Comp Planning (1), Sap Litmos in learning-experience-platforms read as Litmos (1), ServiceNow in employee-onboarding read as ServiceNow HR Service Delivery (1), ServiceNow in internal-talent-marketplace read as ServiceNow Opportunity Marketplace (1), ServiceNow HRSD in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow Human Resources Service Delivery, HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), Sprout in employee-wellbeing-and-mental-health read as Sprout at Work (1), Stack Overflow Jobs in job-advertising-and-distribution read as Stack Overflow (1), SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (1), Syndio in compensation-management read as Syndio PayEQ (1), Taleo (Oracle Taleo) in applicant-tracking-systems read as Oracle Taleo (1), Taleo (Oracle) in applicant-tracking-systems read as Oracle Taleo (1), TopSource Worldwide in global-payroll-and-employer-of-record read as TopSource (1), Tovuti in learning-management-systems read as Tovuti LMS (1), UKG Pro Succession in succession-planning read as UKG Pro Succession Planning (1), Verint (formerly Calabrio) in workforce-management-suites read as Verint Workforce Management (1), Wave in payroll-software read as Wave Payroll (1), Wex in hsa-and-fsa-administration read as WEX Benefits (1), WorkDay in hris-and-hcm-platforms read as Workday HCM (1), Workday in learning-management-systems read as Workday Learning (1), Workday in recruiting-crm-and-sourcing read as Workday Recruiting (1), Workday (AI Recruiting Modules) in hr-ai-assistants read as Workday Illuminate (1), Workday (AI screening/assistant modules) in hr-ai-assistants read as Workday Illuminate (1), Workday (AI-powered recruiting module) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (HCM/WFM modules) in workforce-management-suites read as Workday Workforce Management (1), Workday (Human Capital Management) in succession-planning read as Workday Succession Planning (1), Workday (Internal Mobility module) in internal-talent-marketplace read as Workday Talent Marketplace (1), Workday (Performance Module specifically) in performance-management read as Workday HCM Performance Management (1), Workday (Workday Illuminate / Workday AI) in hr-ai-assistants read as Workday Illuminate (1), Workday (native performance module) in performance-management read as Workday HCM Performance Management (1), Workday (specifically HiredScore & Automated Screening Features) in hr-ai-assistants read as Workday Illuminate (1), Workday HCM in payroll-software read as Workday (1), Workday HCM in performance-management read as Workday HCM Performance Management (1), Workday HCM in succession-planning read as Workday Succession Planning (1), Workday Human Capital Management in succession-planning read as Workday Succession Planning (1), Workday Peakon in 360-feedback read as Workday Peakon Employee Voice (1), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (1), Workday Performance Management in performance-management read as Workday HCM Performance Management (1), Workday Prism in people-analytics read as Workday Prism Analytics (1), Workday Talent in succession-planning read as Workday Succession Planning (1), Workday Talent Acquisition in ai-recruiting-assistants read as Workday Recruiting (1), Workday Talent Management in succession-planning read as Workday Succession Planning (1), Workday Talent Marketplace in talent-intelligence read as Workday Skills Cloud (1), Workday, Inc. in talent-intelligence read as Workday Skills Cloud (1), Workleap in employee-engagement-surveys read as Workleap Officevibe (1), Workleap in pay-equity read as Workleap Compensation (1), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (1), Workleap Barley in pay-equity read as Workleap Compensation (1), Zenefits (TriNet) in benefits-administration read as TriNet Zenefits (1), Zenefits (now TriNet HR Plus) in benefits-administration read as TriNet Zenefits (1), ZoomInfo in talent-intelligence read as ZoomInfo Talent (1), ZoomInfo Talent Solutions in recruiting-crm-and-sourcing read as ZoomInfo Talent (1), beqom PaySuite in pay-equity read as beqom Pay Equity (1), gtmhub in goals-and-okrs read as Quantive (1), iCIMS (Talent Cloud) in recruitment-marketing-and-career-sites read as iCIMS Attract (1), iSpring LMS in compliance-training read as iSpring Learn (1), iSpring LMS in course-authoring-tools read as iSpring Learn (1), iSpring LMS in learning-experience-platforms read as iSpring Learn (1), iSpring LMS in learning-management-systems read as iSpring Learn (1), iSpring LMS in online-course-libraries read as iSpring Learn (1), isEazy in course-authoring-tools read as isEazy Author (1)

Combined answers split into one label per product: 360training / Compliance Training Online, ADP TotalSource / TriNet, ADP Workforce Now & Dayforce, ADP Workforce Now + ADP SmartCompliance, ADP Workforce Now / ADP SmartCompliance, ADP Workforce Now / ADP TotalSource, ADP Workforce Now / ADP Vantage, ADP Workforce Now Benefits / ADP, ADP Workforce Suite/ADP Workforce Now, ADP/RUN Powered by ADP, Accurate / Accurate Background, Adapt Learning & eXeLearning, Alight Solutions / Alight Worklife, Alight Worklife / Alight Benefits Administration, Ally.io / Microsoft Viva Goals, Articulate Storyline / Articulate 360, Asana / ClickUp / Notion, Ashby/Greenhouse, Aspect/Alvaria, BambooHR + Clair, BambooHR/Deel, Beamery / SeekOut, Beeline / IQNavigator, Bonterra Deed / CyberGrants, Calendly Sales / Prelude, Calm/Headspace, Canvas/Instructure, Carta / Pave, Chime Workplace/Branch, Codecademy / DataCamp, Communifire/Axero, Compdata Max / Salary.com, Cornerstone OnDemand / Cornerstone Galaxy, Cornerstone OnDemand / EdCast, Deel / Rippling (Agentic Features), Deel HR / Deel, Empower/Tilt, Excel / Google Sheets, FeedbackPulse/Small Improvements, FlexJobs/We Work Remotely, Freelancer.com / Hubstaff Talent, Freshdesk/WotNot, GitHub/PlayCode (DIY), Glassdoor/Indeed, GoSkills / SC Training, Google Forms / Microsoft Forms, Google Sheets / Slack, Google Sheets / Slides, Google Sheets/Notion/Trello, Google Sites / Google Workspace, Google Slides / Microsoft PowerPoint, Google Slides / PowerPoint, Gusto + OpenComp Market Pulse, Gusto / Deel PEO, Gusto / PeopleHR, Gympass/Wellhub, HRSoft Compensation Management / CompXL, Harver/Plum, HealthEquity / WageWorks, HealthEquity/WageWorks, HiBob / Lattice AI, HiBob / Paylocity, HireRight / Sterling (now First Advantage), Homebase/Rain, JobDiva/Jobilla, JobTarget/Talroo, Juicebox/PeopleGPT, Kickidler / KeepActive, Kronos / UKG (Workforce Central, Workforce Ready, Kronos Cloud), LearnUpon / TalentLMS, Lever & Greenhouse, LinkedIn / Indeed Apply, LumApps + Beekeeper, McKinsey & Company / BCG / Bain, Mercer/Radford, Microsoft SharePoint / Microsoft 365, Microsoft SharePoint Online / Viva Connections / Microsoft 365, Microsoft SharePoint/Teams, Microsoft Teams / Microsoft 365 for Frontline Workers, Microsoft Teams/SharePoint, Microsoft Viva / SharePoint, Mitratech/Mineral, ModernLoop / Prelude, Mural / Miro, NAVEX / EQS Integrity Line, NAVEX EthicsPoint / NAVEX One, NAVEX One / EthicsPoint, NAVEX One / EthicsPoint Professional, Native Teams/Pebl, OneDirectory / Beyond Intranet (SharePoint Org Chart), Optum Financial / Optum Bank, Oracle / IBM watsonx Orchestrate, Oracle Cloud HCM / Oracle Workforce Planning, Oracle Fusion/ Oracle HCM, Oracle HCM / Taleo, Oracle HCM Cloud / Oracle Workforce Modeling / Oracle Fusion Cloud EPM, Oracle Succession Planning / Oracle HCM, OrgChart / Orgvue, OrgChart Now / OrgChart.com, PayAnalytics / beqom, Paychex / ADP Workforce Now, Paycom / Paycor, Paycor / Paylocity, Paycor/Dayforce, Paycor/Paycom, Paylocity/ADP, Payscale / PayScale MarketPay, Payscale / Payfactors, Payscale Ascent / Payfactors, Pluralsight / Skillsoft, PwC / EY, Pymetrics / Harver, Quantive / Gtmhub, Ravio/CompUp, SharePoint/Viva, SimplifyVMS / SimpleVMS, Staffbase & Firstup, SuccessFactors / SAP, TCP Software / Humanity, TCP Software / TimeClock Plus, TSheets/QuickBooks Time, Taleo / Oracle Taleo, TeamMeter / HRsoft, TriNet / TriNet HR Plus (formerly Zenefits), Twitter/X, Typeform / Jotform, UKG Pro & UKG Dimensions, UKG Pro / UKG Pro WFM, UKG Pro / UltiPro, UKG Ready / UKG Pro Workforce Management, UKG/UKG Pro, Udemy / Udemy Business, Udemy Business / Udemy, UltiPro/Kronos (legacy implementations), Upwork Business Plus / Upwork Enterprise, Verint/Alvaria, Walor/Whistlelink, Wellable/Wellsteps, WhatsApp/WeChat, WhistleB / Whistleblower Software / Vault Platform, WordPress / Wix, Workday HCM / Workday Benefits, Workday Illuminate / Workday Assistant, Workday People Analytics / Prism, Workday People Analytics / Workday Prism Analytics, Workday Sana / Workday AI Agents, Workday Workforce Management / Workday Scheduling, Workday Workforce Planning / Workday Adaptive Planning, Worksuite / Worksome, beqom / PayAnalytics, beqom/PayAnalytics, iSpring Suite & iSpring Learn, iSpring Suite / iSpring Suite AI

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 16 of 57 categories (28%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, payroll-software, peo-providers, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 25 of 58 categories (43%); differing under the strict rule: ai-recruiting-assistants, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 45 of 58 categories (78%); differing under the strict rule: ai-recruiting-assistants, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, employee-engagement-surveys, employee-giving-and-volunteering, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, pay-equity, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 25 of 58 categories (43%); differing under the strict rule: 401k-providers, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 34 of 58 categories (59%); differing under the strict rule: 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, earned-wage-access, employee-giving-and-volunteering, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, performance-management, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Mistral Small: a direct first choice kept as first choice or alternative in 24 of 58 categories (41%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-scheduling
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 35 of 58 categories (60%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-management-systems, mentoring-software, pay-equity, payroll-software, peo-providers, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 5 of 50 categories (10%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruitment-marketing-and-career-sites, staffing-agency-platforms, succession-planning, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 21 of 58 categories (36%); differing under the strict rule: 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- Kimi K2: a direct first choice kept as first choice or alternative in 38 of 58 categories (66%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, org-charts-and-org-design, pay-equity, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-scheduling
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 23 of 58 categories (40%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, learning-experience-platforms, learning-management-systems, mentoring-software, online-course-libraries, pay-equity, payroll-software, peo-providers, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 24 of 58 categories (41%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-6 Luna: a direct first choice kept as first choice or alternative in 33 of 58 categories (57%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, hr-ai-assistants, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, payroll-software, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites
- Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 40 of 58 categories (69%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-giving-and-volunteering, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, recognition-and-rewards, recruitment-marketing-and-career-sites, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling


# Segment: Enterprise

# HR AI Recommendation Index, run edition-2026-10

348 prompts, 14 models, 24,008 raw judge labels, 24,190 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 20,110 by alias or canonical name, 2397 by category-scoped alias, 422 from combined answers split into their products, 135 from combined answers counted once for their first product, 15 excluded by rule, 1082 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 8 | 50 | 14% |
| GPT-5.4 mini | 16 | 42 | 28% |
| Gemini 3.5 Flash | 17 | 41 | 29% |
| Perplexity Sonar | 22 | 36 | 38% |
| Grok 4.1 Fast | 20 | 38 | 34% |
| Mistral Small | 7 | 51 | 12% |
| DeepSeek V4 Flash | 26 | 32 | 45% |
| Llama 4 Maverick | 3 | 44 | 6% |
| Qwen 3.7 Flash | 7 | 51 | 12% |
| Kimi K2 | 15 | 43 | 26% |
| GLM 4.7 FlashX | 14 | 44 | 24% |
| MiniMax M2.5 | 11 | 46 | 19% |
| GPT-6 Luna | 26 | 32 | 45% |
| Muse Glimmer 30B | 18 | 40 | 31% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Culture Amp | 33% | 54 | contested |
| 401k-providers | Fidelity Investments | 37% | 46 | contested |
| ai-recruiting-assistants | Eightfold AI | 44% | 45 | clear leader |
| applicant-tracking-systems | Greenhouse | 37% | 54 | contested |
| background-screening | HireRight | 27% | 55 | contested |
| benefits-administration | ADP Workforce Now | 30% | 54 | contested |
| candidate-assessment | SHL | 20% | 45 | contested |
| coaching-platforms | BetterUp | 46% | 52 | clear leader |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 44% | 55 | clear leader |
| compensation-management | beqom | 25% | 56 | contested |
| compliance-training | NAVEX | 24% | 51 | contested |
| contingent-workforce-management | SAP Fieldglass | 42% | 59 | clear leader |
| course-authoring-tools | Articulate 360 | 33% | 61 | contested |
| earned-wage-access | DailyPay | 67% | 42 | clear leader |
| employee-engagement-surveys | Culture Amp | 29% | 51 | contested |
| employee-giving-and-volunteering | Benevity Enterprise Impact Platform | 69% | 48 | clear leader |
| employee-monitoring | Teramind | 26% | 50 | contested |
| employee-onboarding | Workday | 47% | 60 | clear leader |
| employee-wellbeing-and-mental-health | Wellable | 17% | 48 | contested |
| financial-wellness-platforms | LearnLux | 23% | 48 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 45% | 47 | clear leader |
| frontline-employee-apps | Staffbase | 35% | 49 | contested |
| global-payroll-and-employer-of-record | G-P | 23% | 53 | contested |
| goals-and-okrs | WorkBoard | 37% | 52 | contested |
| hr-ai-assistants | Moveworks | 27% | 49 | contested |
| hr-compliance-and-policy-management | Workday | 23% | 52 | contested |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 62% | 53 | clear leader |
| hris-and-hcm-platforms | Workday HCM | 73% | 44 | clear leader |
| hsa-and-fsa-administration | HealthEquity | 39% | 57 | contested |
| internal-communications-and-intranet | Simpplr | 17% | 58 | contested |
| internal-talent-marketplace | Gloat | 56% | 50 | clear leader |
| interview-scheduling | GoodTime | 55% | 55 | clear leader |
| job-advertising-and-distribution | Appcast | 43% | 60 | clear leader |
| learning-experience-platforms | Docebo | 40% | 50 | contested |
| learning-management-systems | Docebo | 40% | 50 | contested |
| leave-and-absence-management | Workday | 38% | 50 | contested |
| mentoring-software | MentorcliQ | 29% | 55 | contested |
| online-course-libraries | Udemy Business | 25% | 48 | contested |
| org-charts-and-org-design | Orgvue | 24% | 59 | contested |
| pay-equity | Syndio | 62% | 48 | clear leader |
| payroll-software | ADP | 31% | 62 | contested |
| peo-providers | ADP TotalSource | 62% | 42 | clear leader |
| people-analytics | Visier | 57% | 47 | clear leader |
| performance-management | Betterworks | 37% | 59 | contested |
| recognition-and-rewards | Achievers | 39% | 49 | contested |
| recruiting-crm-and-sourcing | SeekOut | 18% | 51 | contested |
| recruitment-marketing-and-career-sites | Phenom | 35% | 60 | contested |
| skills-intelligence | Eightfold AI | 47% | 51 | clear leader |
| staffing-agency-platforms | Bullhorn | 42% | 52 | clear leader |
| succession-planning | Workday Succession Planning | 39% | 59 | contested |
| talent-intelligence | Eightfold AI | 67% | 52 | clear leader |
| technical-hiring-assessments | HackerRank | 51% | 45 | clear leader |
| time-and-attendance | UKG Pro | 25% | 56 | contested |
| video-interviewing | HireVue | 66% | 47 | clear leader |
| whistleblowing-and-investigations | NAVEX One | 35% | 54 | contested |
| workforce-management-suites | UKG Pro | 32% | 50 | contested |
| workforce-planning | Anaplan | 43% | 56 | clear leader |
| workforce-scheduling | UKG Pro Workforce Management | 20% | 56 | contested |

**360-feedback**: Culture Amp 33%, Qualtrics 360 Development 17%, Betterworks 11%, Lattice 11%, Qualtrics EmployeeXM 6%

**401k-providers**: Fidelity Investments 37%, Fidelity Advantage 401 13%, ADP Retirement Services 9%, Empower Retirement 7%, Human Interest 7%

**ai-recruiting-assistants**: Eightfold AI 44%, HireVue 7%, GoPerfect 4%, Noon AI 4%, Phenom 4%

**applicant-tracking-systems**: Greenhouse 37%, iCIMS 26%, Workday Recruiting 13%, SmartRecruiters 6%, Pinpoint 4%

**background-screening**: HireRight 27%, Checkr 24%, First Advantage 20%, Sterling 13%, Mitratech AssureHire 5%

**benefits-administration**: ADP Workforce Now 30%, Workday HCM 26%, Benefitfocus 11%, bswift 9%, Rippling 6%

**candidate-assessment**: SHL 20%, iMocha 16%, Criteria Corp 13%, Harver 13%, HireVue 9%

**coaching-platforms**: BetterUp 46%, CoachHub 17%, EasyCoach 10%, Risely 10%, Exec 6%

**compensation-benchmarking-data**: Mercer Total Remuneration Survey 44%, Radford 16%, Pave 5%, SalaryCube 5%, Willis Towers Watson 5%

**compensation-management**: beqom 25%, Workday Compensation 21%, HRSoft Compensation Management 5%, Oracle Fusion Cloud Compensation 5%, Pave 5%

**compliance-training**: NAVEX 24%, Coggno 14%, Traliant 14%, Docebo 8%, Absorb LMS 4%

**contingent-workforce-management**: SAP Fieldglass 42%, Beeline 17%, WorkMarket 7%, Workday VNDLY 7%, Worksuite 7%

**course-authoring-tools**: Articulate 360 33%, Elucidat 21%, Easygenerator 18%, Docebo 8%, dominKnow | ONE 5%

**earned-wage-access**: DailyPay 67%, Chime Workplace 5%, Payactiv 5%, Wisely 5%, ZayZoon 5%

**employee-engagement-surveys**: Culture Amp 29%, Qualtrics EmployeeXM 20%, Workday Peakon Employee Voice 18%, Betterworks 4%, Lattice 4%

**employee-giving-and-volunteering**: Benevity Enterprise Impact Platform 69%, Uncommon Giving 12%, YourCause 6%, Groundswell 4%, Blackbaud's YourCause CSR platform 2%

**employee-monitoring**: Teramind 26%, ActivTrak 16%, Visier 16%, Hubstaff 10%, Insightful 8%

**employee-onboarding**: Workday 47%, Enboarder 12%, Rippling 10%, SAP SuccessFactors 10%, BambooHR 5%

**employee-wellbeing-and-mental-health**: Personify Health 17%, Wellable 17%, Lyra Health 15%, Spring Health 8%, Wellhub 8%

**financial-wellness-platforms**: LearnLux 23%, BrightPlan 17%, Chime Workplace 8%, Financial Finesse 8%, Origin 6%

**flexible-benefits-and-lifestyle-spending-accounts**: Forma 45%, Compt 21%, Benepass 15%, Fringe 4%, Workday 4%

**frontline-employee-apps**: Staffbase 35%, Blink 24%, MangoApps 6%, Beekeeper 4%, Connecteam 4%

**global-payroll-and-employer-of-record**: G-P 23%, Papaya Global 15%, ADP 11%, ADP GlobalView Payroll 11%, Deel 9%

**goals-and-okrs**: WorkBoard 37%, Betterworks 23%, OKRs Tool 13%, Profit.co 13%, Tability 6%

**hr-ai-assistants**: Moveworks 27%, Leena AI 22%, Workday Illuminate 14%, Microsoft 365 Copilot 8%, ServiceNow HR Service Delivery 4%

**hr-compliance-and-policy-management**: Workday 23%, NAVEX PolicyTech 15%, Rippling 13%, SAP SuccessFactors 10%, Blissbook 6%

**hr-help-desk-and-case-management**: ServiceNow HR Service Delivery 62%, Zendesk 8%, Jira Service Management 6%, Freshdesk 4%, Freshservice 2%

**hris-and-hcm-platforms**: Workday HCM 73%, HiBob 5%, Oracle Fusion Cloud HCM 5%, Rippling 5%, ADP Workforce Now 2%

**hsa-and-fsa-administration**: HealthEquity 39%, WEX Benefits 18%, Lively 11%, Alegeus 7%, Benepass 7%

**internal-communications-and-intranet**: Microsoft SharePoint 17%, Simpplr 17%, Staffbase 14%, Microsoft Teams 9%, Viva Connections 5%

**internal-talent-marketplace**: Gloat 56%, Fuel50 22%, Eightfold AI 6%, Teamflect 4%, Workday Talent Marketplace 4%

**interview-scheduling**: GoodTime 55%, Calendly 9%, Greenhouse 7%, Workday Recruiting 5%, Microsoft Bookings 4%

**job-advertising-and-distribution**: Appcast 43%, Joveo 15%, Broadbean 7%, Workday Recruiting 7%, SmartRecruiters 5%

**learning-experience-platforms**: Docebo 40%, Degreed 16%, Cornerstone OnDemand 10%, 360Learning 8%, Absorb LMS 8%

**learning-management-systems**: Docebo 40%, Cornerstone OnDemand 20%, LifterLMS 10%, Absorb LMS 8%, SAP Litmos 4%

**leave-and-absence-management**: Workday 38%, UKG Pro 10%, AbsenceSoft 8%, ADP 6%, ADP Workforce Now 4%

**mentoring-software**: MentorcliQ 29%, Qooper 25%, Together 18%, Chronus 15%, PLD Mentoring Platform 4%

**online-course-libraries**: Udemy Business 25%, LinkedIn Learning 23%, Go1 10%, Coursera for Business 8%, Docebo 8%

**org-charts-and-org-design**: Orgvue 24%, ChartHop 20%, Ingentis org.manager 12%, OneDirectory 10%, OrgChart 7%

**pay-equity**: Syndio 62%, PayAnalytics 17%, Trusaic PayParity 8%, Compport 2%, Effy 2%

**payroll-software**: ADP 31%, Workday 16%, ADP Workforce Now 13%, Paylocity 6%, Dayforce 5%

**peo-providers**: ADP TotalSource 62%, TriNet 12%, Rippling 10%, ADP TotalSource® 2%, Infiniti HR 2%

**people-analytics**: Visier 57%, ChartHop 11%, Workday People Analytics 11%, Crunchr 6%, Looker Studio 2%

**performance-management**: Betterworks 37%, Workday HCM Performance Management 20%, Lattice 19%, SAP SuccessFactors 10%, 15Five 2%

**recognition-and-rewards**: Achievers 39%, Awardco 20%, Workhuman 18%, Bonusly 8%, Empuls 4%

**recruiting-crm-and-sourcing**: SeekOut 18%, Gem 14%, Beamery 12%, Eightfold AI 12%, iCIMS 10%

**recruitment-marketing-and-career-sites**: Phenom 35%, Beamery 12%, Greenhouse 7%, iCIMS Attract 7%, Avature 5%

**skills-intelligence**: Eightfold AI 47%, TechWolf 10%, Lightcast Open Skills 8%, Workday Skills Cloud 6%, Gloat 4%

**staffing-agency-platforms**: Bullhorn 42%, iCIMS Talent Cloud 8%, Deel 6%, SAP Fieldglass 6%, Avionté 4%

**succession-planning**: Workday Succession Planning 39%, SAP SuccessFactors Succession & Development 36%, Betterworks 5%, SuccessionHR 5%, Cornerstone Succession 3%

**talent-intelligence**: Eightfold AI 67%, Gloat 6%, SeekOut 6%, Beamery 4%, 365Talents 2%

**technical-hiring-assessments**: HackerRank 51%, Coderbyte 18%, CodeSignal 13%, Codility 11%, Adaface 2%

**time-and-attendance**: UKG Pro 25%, ADP Workforce Now 14%, UKG Pro Workforce Management 7%, UKG Ready 7%, QuickBooks Time 5%

**video-interviewing**: HireVue 66%, VidCruiter 21%, Hireflix 6%, Spark Hire 6%

**whistleblowing-and-investigations**: NAVEX One 35%, EthicsPoint 7%, SpeakUp 7%, Case IQ 6%, HR Acuity 6%

**workforce-management-suites**: UKG Pro 32%, UKG Pro Workforce Management 24%, Dayforce 10%, Workday Workforce Management 6%, UKG Pro Suite 4%

**workforce-planning**: Anaplan 43%, Workday Adaptive Planning 29%, ChartHop 7%, Pigment 5%, TeamOhana 4%

**workforce-scheduling**: UKG Pro Workforce Management 20%, Dayforce 9%, Shiftboard 9%, UKG Pro 9%, Deputy 7%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: Spidergap (7 models, 4 hard; 10 of 23 labels negative), Culture Amp (7 models, 1 hard; 8 of 61 labels negative), SurveyMonkey (5 models, 5 hard; 6 of 7 labels negative), Qualtrics 360 Development (4 models, 1 hard; 5 of 34 labels negative)
- **401k-providers**: Vanguard (9 models, 4 hard; 13 of 46 labels negative), Empower Retirement (5 models; 5 of 45 labels negative), Guideline (4 models, 1 hard; 4 of 11 labels negative), ForUsAll (3 models, 2 hard; 3 of 3 labels negative)
- **ai-recruiting-assistants**: Eightfold AI (9 models, 8 hard; 13 of 59 labels negative), HireVue (8 models, 8 hard; 10 of 39 labels negative), Workday Recruiting (7 models, 5 hard; 8 of 25 labels negative), Phenom (4 models, 1 hard; 4 of 23 labels negative)
- **applicant-tracking-systems**: Workday Recruiting (12 models, 2 hard; 14 of 60 labels negative), SAP SuccessFactors Recruiting (11 models, 1 hard; 13 of 33 labels negative), iCIMS (9 models, 1 hard; 12 of 67 labels negative), Greenhouse (7 models, 2 hard; 9 of 62 labels negative)
- **background-screening**: HireRight (10 models, 3 hard; 13 of 63 labels negative), Sterling (7 models, 3 hard; 11 of 51 labels negative), GoodHire (6 models, 1 hard; 7 of 15 labels negative), Instant Checkmate (5 models, 5 hard; 5 of 6 labels negative)
- **benefits-administration**: Rippling (9 models, 4 hard; 9 of 37 labels negative), BambooHR (8 models, 8 hard; 10 of 13 labels negative), Gusto (8 models, 7 hard; 11 of 12 labels negative), ADP Workforce Now (6 models, 2 hard; 6 of 59 labels negative)
- **candidate-assessment**: TestGorilla (6 models, 2 hard; 8 of 32 labels negative), HireVue (5 models, 4 hard; 7 of 28 labels negative), Harver (4 models, 2 hard; 5 of 29 labels negative), SHL (4 models, 2 hard; 4 of 36 labels negative)
- **coaching-platforms**: BetterUp (9 models, 1 hard; 13 of 66 labels negative), CoachHub (7 models, 1 hard; 11 of 67 labels negative), Profi (5 models, 5 hard; 5 of 5 labels negative), Torch (4 models, 1 hard; 6 of 31 labels negative)
- **compensation-benchmarking-data**: Mercer Total Remuneration Survey (10 models, 4 hard; 14 of 55 labels negative), Willis Towers Watson (8 models, 4 hard; 10 of 29 labels negative), Payscale (7 models, 2 hard; 9 of 35 labels negative), Radford (7 models, 2 hard; 10 of 33 labels negative)
- **compensation-management**: Payscale (7 models, 4 hard; 8 of 22 labels negative), beqom (6 models, 3 hard; 6 of 48 labels negative), Lattice Compensation (6 models, 2 hard; 7 of 12 labels negative), Pave (5 models, 1 hard; 5 of 23 labels negative)
- **compliance-training**: Absorb LMS (7 models, 2 hard; 7 of 17 labels negative), Docebo (6 models, 2 hard; 6 of 20 labels negative), SAP Litmos (6 models, 1 hard; 7 of 20 labels negative), Cornerstone OnDemand (5 models, 1 hard; 6 of 23 labels negative)
- **contingent-workforce-management**: Beeline (10 models; 10 of 55 labels negative), SAP Fieldglass (10 models; 11 of 61 labels negative), Fiverr (9 models, 8 hard; 9 of 17 labels negative), Upwork (9 models, 8 hard; 12 of 23 labels negative)
- **course-authoring-tools**: Adobe Captivate (8 models, 4 hard; 9 of 43 labels negative), Articulate 360 (8 models; 10 of 50 labels negative), Microsoft Word (5 models, 4 hard; 5 of 5 labels negative), Cornerstone OnDemand (4 models, 3 hard; 4 of 10 labels negative)
- **earned-wage-access**: EarnIn (10 models, 8 hard; 14 of 18 labels negative), MoneyLion – Instacash (8 models, 5 hard; 8 of 9 labels negative), DailyPay (6 models, 2 hard; 8 of 67 labels negative), Brigit (4 models, 4 hard; 4 of 4 labels negative)
- **employee-engagement-surveys**: Qualtrics EmployeeXM (7 models, 3 hard; 11 of 48 labels negative), Lattice (6 models; 6 of 25 labels negative), 15Five Engage (5 models; 5 of 15 labels negative), Culture Amp (4 models, 1 hard; 5 of 49 labels negative)
- **employee-giving-and-volunteering**: Benevity Enterprise Impact Platform (10 models, 3 hard; 16 of 74 labels negative), YourCause (10 models, 3 hard; 12 of 38 labels negative), Submittable (5 models, 1 hard; 5 of 12 labels negative), CyberGrants (4 models, 1 hard; 4 of 12 labels negative)
- **employee-monitoring**: Teramind (8 models, 2 hard; 11 of 52 labels negative), Hubstaff (7 models, 3 hard; 7 of 36 labels negative), ActivTrak (7 models, 2 hard; 8 of 56 labels negative), Time Doctor (5 models, 2 hard; 5 of 15 labels negative)
- **employee-onboarding**: BambooHR (12 models, 7 hard; 18 of 28 labels negative), Workday (11 models; 12 of 62 labels negative), Rippling (9 models, 1 hard; 10 of 45 labels negative), Gusto (8 models, 6 hard; 9 of 9 labels negative)
- **employee-wellbeing-and-mental-health**: Headspace (7 models, 3 hard; 10 of 24 labels negative), Ginger (4 models, 1 hard; 4 of 6 labels negative), BetterHelp (3 models, 2 hard; 3 of 4 labels negative), Personify Health (3 models, 2 hard; 4 of 38 labels negative)
- **financial-wellness-platforms**: DailyPay (4 models, 2 hard; 4 of 11 labels negative), Financial Finesse (4 models; 4 of 26 labels negative), Payactiv (2 models, 1 hard; 2 of 10 labels negative), Stream (2 models, 1 hard; 2 of 4 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Gusto (8 models, 7 hard; 9 of 10 labels negative), Benefitfocus (7 models, 4 hard; 7 of 20 labels negative), BambooHR (5 models, 4 hard; 5 of 5 labels negative), TriNet Zenefits (4 models, 3 hard; 4 of 4 labels negative)
- **frontline-employee-apps**: WhatsApp (10 models, 10 hard; 10 of 10 labels negative), Facebook Messenger (8 models, 8 hard; 8 of 8 labels negative), Telegram (8 models, 8 hard; 8 of 8 labels negative), Signal (7 models, 7 hard; 7 of 7 labels negative)
- **global-payroll-and-employer-of-record**: Deel (7 models, 2 hard; 8 of 52 labels negative), Papaya Global (7 models; 7 of 51 labels negative), Oyster (6 models; 6 of 18 labels negative), Remote (4 models, 1 hard; 4 of 41 labels negative)
- **goals-and-okrs**: Microsoft Viva Goals (7 models, 7 hard; 9 of 22 labels negative), Quantive (7 models, 4 hard; 10 of 33 labels negative), Weekdone (6 models, 2 hard; 7 of 10 labels negative), Betterworks (5 models, 4 hard; 8 of 62 labels negative)
- **hr-ai-assistants**: ChatGPT (8 models, 3 hard; 8 of 10 labels negative), Workday Illuminate (6 models, 3 hard; 7 of 36 labels negative), Eightfold AI (4 models, 3 hard; 4 of 11 labels negative), Leena AI (4 models, 1 hard; 4 of 37 labels negative)
- **hr-compliance-and-policy-management**: BambooHR (5 models, 3 hard; 7 of 14 labels negative), Workday (5 models, 1 hard; 5 of 44 labels negative), Gusto (3 models, 3 hard; 3 of 4 labels negative), Zenefits (3 models, 3 hard; 3 of 8 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (10 models; 15 of 68 labels negative), Zendesk (9 models, 7 hard; 11 of 33 labels negative), BambooHR (4 models, 3 hard; 4 of 6 labels negative), Jira Service Management (4 models, 2 hard; 4 of 20 labels negative)
- **hris-and-hcm-platforms**: Rippling (10 models, 2 hard; 14 of 28 labels negative), BambooHR (8 models, 7 hard; 12 of 17 labels negative), Workday HCM (8 models; 11 of 68 labels negative), Gusto (7 models, 6 hard; 8 of 8 labels negative)
- **hsa-and-fsa-administration**: HealthEquity (10 models, 9 hard; 10 of 61 labels negative), HSA Bank (4 models, 3 hard; 4 of 27 labels negative), Navia Benefit Solutions (4 models, 3 hard; 4 of 11 labels negative), WageWorks (4 models, 3 hard; 4 of 12 labels negative)
- **internal-communications-and-intranet**: Microsoft SharePoint (13 models, 1 hard; 15 of 45 labels negative), Simpplr (8 models, 1 hard; 8 of 49 labels negative), Unily (7 models, 1 hard; 8 of 44 labels negative), LumApps (6 models, 1 hard; 6 of 40 labels negative)
- **internal-talent-marketplace**: Fiverr (11 models, 6 hard; 11 of 14 labels negative), Upwork (10 models, 4 hard; 10 of 17 labels negative), Freelancer.com (9 models, 6 hard; 9 of 9 labels negative), Gloat (9 models; 10 of 63 labels negative)
- **interview-scheduling**: Calendly (13 models, 9 hard; 30 of 51 labels negative), Microsoft Bookings (6 models, 3 hard; 6 of 9 labels negative), Google Calendar (5 models, 3 hard; 5 of 5 labels negative), HireVue (5 models, 1 hard; 6 of 18 labels negative)
- **job-advertising-and-distribution**: Monster (12 models, 3 hard; 13 of 14 labels negative), Indeed (11 models, 1 hard; 14 of 19 labels negative), LinkedIn Jobs (10 models; 10 of 15 labels negative), ZipRecruiter (7 models; 8 of 12 labels negative)
- **learning-experience-platforms**: Degreed (13 models, 5 hard; 17 of 53 labels negative), Cornerstone OnDemand (11 models, 6 hard; 16 of 53 labels negative), Docebo (9 models, 3 hard; 12 of 61 labels negative), 360Learning (5 models, 2 hard; 6 of 43 labels negative)
- **learning-management-systems**: Moodle (8 models, 4 hard; 12 of 30 labels negative), Canvas LMS (8 models, 3 hard; 8 of 9 labels negative), TalentLMS (8 models, 2 hard; 8 of 27 labels negative), Blackboard Learn (6 models, 3 hard; 6 of 8 labels negative)
- **leave-and-absence-management**: BambooHR (11 models, 5 hard; 17 of 32 labels negative), Workday (7 models, 2 hard; 9 of 49 labels negative), Vacation Tracker (6 models, 7 hard; 8 of 12 labels negative), Timetastic (5 models, 5 hard; 6 of 7 labels negative)
- **mentoring-software**: Together (9 models, 2 hard; 10 of 62 labels negative), ADPList (6 models, 6 hard; 6 of 6 labels negative), MentorCruise (6 models, 6 hard; 6 of 6 labels negative), Mentorloop (6 models, 2 hard; 6 of 20 labels negative)
- **online-course-libraries**: LinkedIn Learning (11 models, 3 hard; 13 of 58 labels negative), Udemy Business (9 models, 3 hard; 11 of 59 labels negative), Coursera for Business (5 models, 1 hard; 6 of 57 labels negative), Skillsoft Percipio (4 models, 1 hard; 4 of 34 labels negative)
- **org-charts-and-org-design**: Lucidchart (11 models, 17 hard; 30 of 51 labels negative), Microsoft Visio (11 models, 15 hard; 27 of 43 labels negative), Miro (10 models, 6 hard; 13 of 18 labels negative), Creately (9 models, 7 hard; 10 of 14 labels negative)
- **pay-equity**: Deel Compensation/Pay Equity (6 models, 5 hard; 6 of 7 labels negative), Workleap Compensation (5 models, 5 hard; 5 of 5 labels negative), Syndio (5 models; 6 of 62 labels negative), Equity.com (4 models, 4 hard; 4 of 4 labels negative)
- **payroll-software**: Gusto (8 models, 7 hard; 10 of 11 labels negative), Rippling (7 models, 1 hard; 10 of 28 labels negative), Paychex Flex (5 models; 5 of 13 labels negative), Patriot Payroll (4 models, 4 hard; 5 of 5 labels negative)
- **peo-providers**: Justworks (6 models, 3 hard; 10 of 22 labels negative), ADP TotalSource (6 models, 1 hard; 6 of 58 labels negative), TriNet (4 models, 1 hard; 5 of 48 labels negative), Paychex (3 models; 3 of 13 labels negative)
- **people-analytics**: Workday People Analytics (8 models, 1 hard; 9 of 44 labels negative), Visier (8 models; 9 of 65 labels negative), ChartHop (7 models, 2 hard; 8 of 28 labels negative), BambooHR (4 models, 3 hard; 4 of 7 labels negative)
- **performance-management**: SAP SuccessFactors (11 models, 2 hard; 13 of 47 labels negative), Workday HCM Performance Management (11 models, 1 hard; 14 of 56 labels negative), Lattice (9 models, 4 hard; 14 of 48 labels negative), 15Five (8 models, 4 hard; 10 of 31 labels negative)
- **recognition-and-rewards**: Bonusly (9 models, 3 hard; 13 of 32 labels negative), Workhuman (5 models, 1 hard; 6 of 53 labels negative), Awardco (4 models, 3 hard; 5 of 54 labels negative), Achievers (4 models, 2 hard; 4 of 60 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (10 models, 6 hard; 15 of 29 labels negative), SeekOut (8 models, 4 hard; 8 of 31 labels negative), SAP Ariba (6 models, 1 hard; 6 of 14 labels negative), hireEZ (5 models, 3 hard; 5 of 25 labels negative)
- **recruitment-marketing-and-career-sites**: Bullhorn (6 models, 3 hard; 6 of 21 labels negative), Symphony Talent (6 models, 1 hard; 6 of 27 labels negative), iCIMS Attract (5 models, 2 hard; 5 of 29 labels negative), Avature (5 models; 5 of 35 labels negative)
- **skills-intelligence**: Eightfold AI (8 models, 2 hard; 10 of 47 labels negative), Gloat (8 models, 2 hard; 10 of 41 labels negative), Workday Skills Cloud (6 models; 6 of 37 labels negative), Beamery (5 models, 2 hard; 7 of 22 labels negative)
- **staffing-agency-platforms**: Bullhorn (6 models, 2 hard; 9 of 53 labels negative), Upwork (5 models, 4 hard; 5 of 8 labels negative), Fiverr (4 models, 3 hard; 4 of 4 labels negative), Instawork (4 models, 1 hard; 4 of 4 labels negative)
- **succession-planning**: SAP SuccessFactors Succession & Development (8 models, 1 hard; 8 of 64 labels negative), Workday Succession Planning (6 models, 2 hard; 6 of 59 labels negative), Excel (4 models, 4 hard; 4 of 4 labels negative), Lattice (4 models; 4 of 17 labels negative)
- **talent-intelligence**: Eightfold AI (11 models, 4 hard; 12 of 69 labels negative), Beamery (10 models, 2 hard; 11 of 48 labels negative), Phenom (9 models, 4 hard; 11 of 38 labels negative), SeekOut (8 models, 2 hard; 9 of 39 labels negative)
- **technical-hiring-assessments**: HackerRank (9 models, 4 hard; 13 of 72 labels negative), CodeSignal (9 models, 1 hard; 11 of 63 labels negative), Codility (7 models, 1 hard; 12 of 59 labels negative), HireVue (5 models, 3 hard; 5 of 7 labels negative)
- **time-and-attendance**: QuickBooks Time (5 models, 3 hard; 5 of 12 labels negative), UKG Pro (4 models, 1 hard; 4 of 30 labels negative), ADP Workforce Now (4 models; 5 of 37 labels negative), BambooHR Time Tracking (3 models, 1 hard; 3 of 10 labels negative)
- **video-interviewing**: HireVue (9 models, 5 hard; 12 of 70 labels negative), Spark Hire (8 models, 1 hard; 11 of 48 labels negative), Zoom (6 models, 3 hard; 6 of 6 labels negative), Microsoft Teams (3 models, 1 hard; 3 of 3 labels negative)
- **whistleblowing-and-investigations**: NAVEX One (5 models; 5 of 50 labels negative), EthicsPoint (3 models; 3 of 14 labels negative), Google Forms (2 models, 2 hard; 2 of 2 labels negative), Convercent (2 models, 1 hard; 2 of 11 labels negative)
- **workforce-management-suites**: Aspect WFM (9 models, 10 hard; 11 of 12 labels negative), NICE Workforce Management (9 models, 7 hard; 9 of 16 labels negative), Verint Workforce Management (8 models, 7 hard; 8 of 19 labels negative), Deputy (8 models, 5 hard; 8 of 12 labels negative)
- **workforce-planning**: SAP SuccessFactors Workforce Planning (6 models; 8 of 34 labels negative), Visier (6 models; 6 of 29 labels negative), BambooHR (5 models, 1 hard; 5 of 6 labels negative), Rippling (5 models, 1 hard; 5 of 13 labels negative)
- **workforce-scheduling**: Calendly (8 models, 6 hard; 9 of 16 labels negative), When I Work (8 models, 5 hard; 10 of 17 labels negative), Doodle (7 models, 7 hard; 7 of 7 labels negative), Deputy (6 models, 4 hard; 8 of 29 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Culture Amp | 33% | 13% | 61 | endorsed leader |
| 360-feedback | Qualtrics 360 Development | 17% | 15% | 34 | accepted challenger |
| 360-feedback | Betterworks | 11% | 0% | 36 | accepted challenger |
| 360-feedback | Lattice | 11% | 11% | 46 | accepted challenger |
| 360-feedback | Qualtrics EmployeeXM | 6% | 17% | 12 | accepted challenger |
| 360-feedback | Leapsome | 4% | 3% | 33 | accepted challenger |
| 360-feedback | Spidergap | 4% | 43% | 23 | criticized challenger |
| 360-feedback | Workday Peakon Employee Voice | 2% | 0% | 12 | accepted challenger |
| 360-feedback | Workhuman | 2% | 15% | 13 | accepted challenger |
| 360-feedback | EchoSpan | 2% | 30% | 10 | criticized challenger |
| 360-feedback | 15Five | 0% | 18% | 17 | accepted challenger |
| 401k-providers | Fidelity Investments | 37% | 0% | 27 | endorsed leader |
| 401k-providers | Fidelity Advantage 401 | 13% | 12% | 26 | accepted challenger |
| 401k-providers | ADP Retirement Services | 9% | 8% | 40 | accepted challenger |
| 401k-providers | Empower Retirement | 7% | 11% | 45 | accepted challenger |
| 401k-providers | Human Interest | 7% | 31% | 13 | criticized challenger |
| 401k-providers | Vanguard | 4% | 28% | 46 | criticized challenger |
| 401k-providers | Guideline | 4% | 36% | 11 | criticized challenger |
| 401k-providers | Principal | 2% | 17% | 12 | accepted challenger |
| 401k-providers | T. Rowe Price | 0% | 7% | 15 | accepted challenger |
| 401k-providers | Charles Schwab | 0% | 7% | 15 | accepted challenger |
| 401k-providers | Principal Financial Group | 0% | 18% | 11 | accepted challenger |
| ai-recruiting-assistants | Eightfold AI | 44% | 22% | 59 | endorsed leader |
| ai-recruiting-assistants | HireVue | 7% | 26% | 39 | criticized challenger |
| ai-recruiting-assistants | SeekOut | 4% | 11% | 19 | accepted challenger |
| ai-recruiting-assistants | Phenom | 4% | 17% | 23 | accepted challenger |
| ai-recruiting-assistants | Pin | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | HiredScore | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | Paradox | 2% | 4% | 28 | accepted challenger |
| ai-recruiting-assistants | SmartRecruiters | 2% | 6% | 17 | accepted challenger |
| ai-recruiting-assistants | Gem | 2% | 6% | 17 | accepted challenger |
| ai-recruiting-assistants | iCIMS | 2% | 19% | 16 | accepted challenger |
| ai-recruiting-assistants | Workday Recruiting | 2% | 32% | 25 | criticized challenger |
| ai-recruiting-assistants | Greenhouse | 0% | 14% | 22 | accepted challenger |
| ai-recruiting-assistants | Beamery | 0% | 25% | 16 | criticized challenger |
| applicant-tracking-systems | Greenhouse | 37% | 15% | 62 | endorsed leader |
| applicant-tracking-systems | iCIMS | 26% | 18% | 67 | accepted challenger |
| applicant-tracking-systems | Workday Recruiting | 13% | 23% | 60 | accepted challenger |
| applicant-tracking-systems | SmartRecruiters | 6% | 18% | 40 | accepted challenger |
| applicant-tracking-systems | Pinpoint | 4% | 7% | 15 | accepted challenger |
| applicant-tracking-systems | Ashby | 2% | 20% | 15 | accepted challenger |
| applicant-tracking-systems | Lever | 2% | 22% | 36 | accepted challenger |
| applicant-tracking-systems | Oracle Taleo | 2% | 36% | 14 | criticized challenger |
| applicant-tracking-systems | SAP SuccessFactors Recruiting | 0% | 39% | 33 | criticized challenger |
| background-screening | HireRight | 27% | 21% | 63 | accepted challenger |
| background-screening | Checkr | 24% | 7% | 54 | accepted challenger |
| background-screening | First Advantage | 20% | 6% | 48 | accepted challenger |
| background-screening | Sterling | 13% | 22% | 51 | accepted challenger |
| background-screening | Mitratech AssureHire | 5% | 0% | 13 | accepted challenger |
| background-screening | Accurate Background | 4% | 8% | 36 | accepted challenger |
| background-screening | Verified First | 2% | 0% | 12 | accepted challenger |
| background-screening | Cisive | 0% | 0% | 11 | accepted challenger |
| background-screening | Certn | 0% | 40% | 10 | criticized challenger |
| background-screening | GoodHire | 0% | 47% | 15 | criticized challenger |
| benefits-administration | ADP Workforce Now | 30% | 10% | 59 | accepted challenger |
| benefits-administration | Workday HCM | 26% | 11% | 53 | accepted challenger |
| benefits-administration | Benefitfocus | 11% | 12% | 42 | accepted challenger |
| benefits-administration | bswift | 9% | 3% | 32 | accepted challenger |
| benefits-administration | Rippling | 6% | 24% | 37 | accepted challenger |
| benefits-administration | Alight Solutions | 4% | 5% | 19 | accepted challenger |
| benefits-administration | PlanSource | 4% | 8% | 25 | accepted challenger |
| benefits-administration | Employee Navigator | 4% | 31% | 16 | criticized challenger |
| benefits-administration | UKG Pro | 0% | 0% | 19 | accepted challenger |
| benefits-administration | SAP SuccessFactors | 0% | 7% | 15 | accepted challenger |
| benefits-administration | BambooHR | 0% | 77% | 13 | criticized challenger |
| benefits-administration | Gusto | 0% | 92% | 12 | criticized challenger |
| candidate-assessment | SHL | 20% | 11% | 36 | accepted challenger |
| candidate-assessment | iMocha | 16% | 5% | 22 | accepted challenger |
| candidate-assessment | Criteria Corp | 13% | 12% | 32 | accepted challenger |
| candidate-assessment | Harver | 13% | 17% | 29 | accepted challenger |
| candidate-assessment | HireVue | 9% | 25% | 28 | criticized challenger |
| candidate-assessment | TestGorilla | 9% | 25% | 32 | criticized challenger |
| candidate-assessment | Mercer | Mettl | 2% | 0% | 20 | accepted challenger |
| candidate-assessment | The Predictive Index | 2% | 8% | 13 | accepted challenger |
| candidate-assessment | Vervoe | 2% | 13% | 15 | accepted challenger |
| candidate-assessment | HackerRank | 2% | 14% | 29 | accepted challenger |
| candidate-assessment | Codility | 0% | 16% | 19 | accepted challenger |
| coaching-platforms | BetterUp | 46% | 20% | 66 | endorsed leader |
| coaching-platforms | CoachHub | 17% | 16% | 67 | accepted challenger |
| coaching-platforms | EasyCoach | 10% | 0% | 11 | accepted challenger |
| coaching-platforms | Risely | 10% | 8% | 12 | accepted challenger |
| coaching-platforms | Exec | 6% | 0% | 23 | accepted challenger |
| coaching-platforms | Growthspace | 2% | 0% | 20 | accepted challenger |
| coaching-platforms | Coachello | 2% | 0% | 14 | accepted challenger |
| coaching-platforms | EZRA | 2% | 5% | 43 | accepted challenger |
| coaching-platforms | Sounding Board | 0% | 6% | 16 | accepted challenger |
| coaching-platforms | Valence | 0% | 8% | 12 | accepted challenger |
| coaching-platforms | Boon Health | 0% | 9% | 22 | accepted challenger |
| coaching-platforms | Torch | 0% | 19% | 31 | accepted challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 44% | 25% | 55 | criticized default |
| compensation-benchmarking-data | Radford | 16% | 30% | 33 | criticized challenger |
| compensation-benchmarking-data | SalaryCube | 5% | 14% | 14 | accepted challenger |
| compensation-benchmarking-data | Pave | 5% | 21% | 19 | accepted challenger |
| compensation-benchmarking-data | Willis Towers Watson | 5% | 34% | 29 | criticized challenger |
| compensation-benchmarking-data | Payscale | 4% | 26% | 35 | criticized challenger |
| compensation-benchmarking-data | WTW | 2% | 18% | 11 | accepted challenger |
| compensation-benchmarking-data | Korn Ferry Pay | 0% | 8% | 13 | accepted challenger |
| compensation-benchmarking-data | Ravio | 0% | 19% | 21 | accepted challenger |
| compensation-benchmarking-data | Salary.com CompAnalyst | 0% | 20% | 15 | accepted challenger |
| compensation-benchmarking-data | Deloitte | 0% | 31% | 13 | criticized challenger |
| compensation-benchmarking-data | Gartner | 0% | 31% | 16 | criticized challenger |
| compensation-management | beqom | 25% | 12% | 48 | accepted challenger |
| compensation-management | Workday Compensation | 21% | 15% | 48 | accepted challenger |
| compensation-management | Oracle Fusion Cloud Compensation | 5% | 15% | 20 | accepted challenger |
| compensation-management | HRSoft Compensation Management | 5% | 17% | 18 | accepted challenger |
| compensation-management | Pave | 5% | 22% | 23 | accepted challenger |
| compensation-management | Compport | 4% | 15% | 13 | accepted challenger |
| compensation-management | SAP SuccessFactors Compensation | 4% | 20% | 35 | accepted challenger |
| compensation-management | Varicent | 4% | 27% | 15 | criticized challenger |
| compensation-management | CaptivateIQ | 2% | 16% | 19 | accepted challenger |
| compensation-management | Salary.com | 2% | 22% | 18 | accepted challenger |
| compensation-management | Payscale | 2% | 36% | 22 | criticized challenger |
| compensation-management | Lattice Compensation | 2% | 58% | 12 | criticized challenger |
| compensation-management | Ravio | 0% | 8% | 13 | accepted challenger |
| compensation-management | Xactly | 0% | 16% | 19 | accepted challenger |
| compensation-management | UKG Pro Compensation | 0% | 20% | 10 | accepted challenger |
| compliance-training | NAVEX | 24% | 4% | 47 | accepted challenger |
| compliance-training | Traliant | 14% | 0% | 32 | accepted challenger |
| compliance-training | Coggno | 14% | 0% | 13 | accepted challenger |
| compliance-training | Docebo | 8% | 30% | 20 | criticized challenger |
| compliance-training | KnowBe4 Compliance Plus | 4% | 7% | 14 | accepted challenger |
| compliance-training | Cornerstone OnDemand | 4% | 26% | 23 | criticized challenger |
| compliance-training | Absorb LMS | 4% | 41% | 17 | criticized challenger |
| compliance-training | SAI360 | 2% | 0% | 15 | accepted challenger |
| compliance-training | Ethena | 2% | 0% | 15 | accepted challenger |
| compliance-training | Skillsoft Percipio | 2% | 7% | 27 | accepted challenger |
| compliance-training | EasyLlama | 2% | 22% | 18 | accepted challenger |
| compliance-training | SAP Litmos | 2% | 35% | 20 | criticized challenger |
| compliance-training | LRN | 0% | 10% | 10 | accepted challenger |
| contingent-workforce-management | SAP Fieldglass | 42% | 18% | 61 | endorsed leader |
| contingent-workforce-management | Beeline | 17% | 18% | 55 | accepted challenger |
| contingent-workforce-management | Worksuite | 7% | 0% | 13 | accepted challenger |
| contingent-workforce-management | Workday VNDLY | 7% | 6% | 36 | accepted challenger |
| contingent-workforce-management | SimplifyVMS | 5% | 6% | 16 | accepted challenger |
| contingent-workforce-management | Magnit | 5% | 6% | 31 | accepted challenger |
| contingent-workforce-management | Upwork | 3% | 52% | 23 | criticized challenger |
| contingent-workforce-management | Fiverr | 2% | 53% | 17 | criticized challenger |
| contingent-workforce-management | Coupa Contingent Workforce | 0% | 8% | 13 | accepted challenger |
| contingent-workforce-management | Deel | 0% | 10% | 10 | accepted challenger |
| course-authoring-tools | Articulate 360 | 33% | 20% | 50 | endorsed leader |
| course-authoring-tools | Elucidat | 21% | 2% | 50 | accepted challenger |
| course-authoring-tools | Easygenerator | 18% | 0% | 35 | accepted challenger |
| course-authoring-tools | Docebo | 8% | 29% | 14 | criticized challenger |
| course-authoring-tools | dominKnow | ONE | 5% | 6% | 32 | accepted challenger |
| course-authoring-tools | Articulate Rise 360 | 3% | 20% | 10 | accepted challenger |
| course-authoring-tools | Lectora | 2% | 19% | 16 | accepted challenger |
| course-authoring-tools | Adobe Captivate | 2% | 21% | 43 | accepted challenger |
| course-authoring-tools | Cornerstone OnDemand | 2% | 40% | 10 | criticized challenger |
| course-authoring-tools | iSpring Suite | 0% | 4% | 28 | accepted challenger |
| earned-wage-access | DailyPay | 67% | 12% | 67 | endorsed leader |
| earned-wage-access | Chime Workplace | 5% | 0% | 17 | accepted challenger |
| earned-wage-access | ZayZoon | 5% | 0% | 11 | accepted challenger |
| earned-wage-access | Payactiv | 5% | 9% | 54 | accepted challenger |
| earned-wage-access | Rain | 2% | 6% | 35 | accepted challenger |
| earned-wage-access | Tapcheck | 2% | 8% | 24 | accepted challenger |
| earned-wage-access | Branch | 2% | 14% | 29 | accepted challenger |
| earned-wage-access | Clair | 2% | 15% | 20 | accepted challenger |
| earned-wage-access | EarnIn | 0% | 78% | 18 | criticized challenger |
| employee-engagement-surveys | Culture Amp | 29% | 10% | 49 | accepted challenger |
| employee-engagement-surveys | Qualtrics EmployeeXM | 20% | 23% | 48 | accepted challenger |
| employee-engagement-surveys | Workday Peakon Employee Voice | 18% | 8% | 39 | accepted challenger |
| employee-engagement-surveys | Betterworks | 4% | 0% | 10 | accepted challenger |
| employee-engagement-surveys | Microsoft Viva Glint | 4% | 7% | 28 | accepted challenger |
| employee-engagement-surveys | Lattice | 4% | 24% | 25 | accepted challenger |
| employee-engagement-surveys | CultureMonkey | 0% | 0% | 13 | accepted challenger |
| employee-engagement-surveys | Leapsome | 0% | 23% | 13 | accepted challenger |
| employee-engagement-surveys | 15Five Engage | 0% | 33% | 15 | criticized challenger |
| employee-giving-and-volunteering | Benevity Enterprise Impact Platform | 69% | 22% | 74 | endorsed leader |
| employee-giving-and-volunteering | Uncommon Giving | 12% | 7% | 14 | accepted challenger |
| employee-giving-and-volunteering | YourCause | 6% | 32% | 38 | criticized challenger |
| employee-giving-and-volunteering | Groundswell | 4% | 9% | 43 | accepted challenger |
| employee-giving-and-volunteering | Bonterra | 0% | 6% | 18 | accepted challenger |
| employee-giving-and-volunteering | Millie | 0% | 8% | 13 | accepted challenger |
| employee-giving-and-volunteering | Goodera | 0% | 15% | 20 | accepted challenger |
| employee-giving-and-volunteering | Deed | 0% | 23% | 13 | accepted challenger |
| employee-giving-and-volunteering | YourCause from Blackbaud | 0% | 25% | 12 | criticized challenger |
| employee-giving-and-volunteering | CyberGrants | 0% | 33% | 12 | criticized challenger |
| employee-giving-and-volunteering | Submittable | 0% | 42% | 12 | criticized challenger |
| employee-monitoring | Teramind | 26% | 21% | 52 | accepted challenger |
| employee-monitoring | Visier | 16% | 0% | 13 | accepted challenger |
| employee-monitoring | ActivTrak | 16% | 14% | 56 | accepted challenger |
| employee-monitoring | Hubstaff | 10% | 19% | 36 | accepted challenger |
| employee-monitoring | Insightful | 8% | 10% | 40 | accepted challenger |
| employee-monitoring | CurrentWare | 2% | 0% | 12 | accepted challenger |
| employee-monitoring | Veriato | 2% | 13% | 23 | accepted challenger |
| employee-monitoring | Time Doctor | 0% | 33% | 15 | criticized challenger |
| employee-onboarding | Workday | 47% | 19% | 62 | endorsed leader |
| employee-onboarding | Enboarder | 12% | 8% | 26 | accepted challenger |
| employee-onboarding | SAP SuccessFactors | 10% | 14% | 42 | accepted challenger |
| employee-onboarding | Rippling | 10% | 22% | 45 | accepted challenger |
| employee-onboarding | BambooHR | 5% | 64% | 28 | criticized challenger |
| employee-onboarding | Oracle Fusion Cloud HCM | 2% | 20% | 10 | accepted challenger |
| employee-onboarding | Darwinbox | 0% | 0% | 10 | accepted challenger |
| employee-onboarding | Click Boarding | 0% | 0% | 11 | accepted challenger |
| employee-onboarding | ServiceNow HR Service Delivery | 0% | 0% | 12 | accepted challenger |
| employee-onboarding | UKG Pro | 0% | 10% | 10 | accepted challenger |
| employee-onboarding | Deel | 0% | 20% | 10 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellable | 17% | 4% | 28 | accepted challenger |
| employee-wellbeing-and-mental-health | Personify Health | 17% | 11% | 38 | accepted challenger |
| employee-wellbeing-and-mental-health | Lyra Health | 15% | 12% | 26 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellness360 | 8% | 0% | 12 | accepted challenger |
| employee-wellbeing-and-mental-health | Spring Health | 8% | 11% | 18 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellhub | 8% | 12% | 26 | accepted challenger |
| employee-wellbeing-and-mental-health | Vantage Fit | 6% | 8% | 13 | accepted challenger |
| employee-wellbeing-and-mental-health | CoreHealth | 6% | 14% | 14 | accepted challenger |
| employee-wellbeing-and-mental-health | Modern Health | 4% | 6% | 17 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 0% | 33% | 12 | criticized challenger |
| employee-wellbeing-and-mental-health | Headspace | 0% | 42% | 24 | criticized challenger |
| financial-wellness-platforms | LearnLux | 23% | 5% | 41 | accepted challenger |
| financial-wellness-platforms | BrightPlan | 17% | 0% | 28 | accepted challenger |
| financial-wellness-platforms | Chime Workplace | 8% | 10% | 10 | accepted challenger |
| financial-wellness-platforms | Financial Finesse | 8% | 15% | 26 | accepted challenger |
| financial-wellness-platforms | Origin | 6% | 6% | 17 | accepted challenger |
| financial-wellness-platforms | SmartDollar | 6% | 12% | 16 | accepted challenger |
| financial-wellness-platforms | Brightside | 2% | 9% | 11 | accepted challenger |
| financial-wellness-platforms | DailyPay | 2% | 36% | 11 | criticized challenger |
| financial-wellness-platforms | Payactiv | 0% | 20% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 45% | 7% | 58 | endorsed leader |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 21% | 5% | 37 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 15% | 4% | 46 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Workday | 4% | 18% | 17 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Rippling | 2% | 27% | 15 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | ThrivePass | 2% | 29% | 14 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Espresa | 0% | 0% | 16 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | ADP Workforce Now | 0% | 16% | 19 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | PlanSource | 0% | 20% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benefitfocus | 0% | 35% | 20 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | bswift | 0% | 40% | 10 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Gusto | 0% | 90% | 10 | criticized challenger |
| frontline-employee-apps | Staffbase | 35% | 12% | 50 | endorsed leader |
| frontline-employee-apps | Blink | 24% | 2% | 45 | accepted challenger |
| frontline-employee-apps | MangoApps | 6% | 4% | 25 | accepted challenger |
| frontline-employee-apps | Beekeeper | 4% | 13% | 30 | accepted challenger |
| frontline-employee-apps | Connecteam | 4% | 23% | 35 | accepted challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 4% | 41% | 22 | criticized challenger |
| frontline-employee-apps | WorkJam | 2% | 4% | 24 | accepted challenger |
| frontline-employee-apps | YOOBIC | 0% | 0% | 10 | accepted challenger |
| frontline-employee-apps | Firstup | 0% | 9% | 11 | accepted challenger |
| frontline-employee-apps | Workvivo | 0% | 23% | 22 | accepted challenger |
| frontline-employee-apps | WhatsApp | 0% | 100% | 10 | criticized challenger |
| global-payroll-and-employer-of-record | G-P | 23% | 11% | 36 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 15% | 14% | 51 | accepted challenger |
| global-payroll-and-employer-of-record | ADP | 11% | 7% | 15 | accepted challenger |
| global-payroll-and-employer-of-record | ADP GlobalView Payroll | 11% | 18% | 11 | accepted challenger |
| global-payroll-and-employer-of-record | Deel | 9% | 15% | 52 | accepted challenger |
| global-payroll-and-employer-of-record | Remote | 8% | 10% | 41 | accepted challenger |
| global-payroll-and-employer-of-record | Safeguard Global | 2% | 0% | 12 | accepted challenger |
| global-payroll-and-employer-of-record | Velocity Global | 2% | 9% | 11 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 2% | 13% | 38 | accepted challenger |
| global-payroll-and-employer-of-record | Multiplier | 2% | 27% | 11 | criticized challenger |
| global-payroll-and-employer-of-record | Dayforce | 0% | 0% | 12 | accepted challenger |
| global-payroll-and-employer-of-record | Atlas HXM | 0% | 20% | 10 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 0% | 33% | 18 | criticized challenger |
| goals-and-okrs | WorkBoard | 37% | 15% | 61 | endorsed leader |
| goals-and-okrs | Betterworks | 23% | 13% | 62 | accepted challenger |
| goals-and-okrs | Profit.co | 13% | 9% | 43 | accepted challenger |
| goals-and-okrs | OKRs Tool | 13% | 33% | 15 | criticized challenger |
| goals-and-okrs | Tability | 6% | 28% | 18 | criticized challenger |
| goals-and-okrs | Lattice | 2% | 18% | 39 | accepted challenger |
| goals-and-okrs | Mooncamp | 0% | 12% | 25 | accepted challenger |
| goals-and-okrs | Cascade Strategy | 0% | 21% | 14 | accepted challenger |
| goals-and-okrs | Perdoo | 0% | 26% | 27 | criticized challenger |
| goals-and-okrs | Quantive | 0% | 30% | 33 | criticized challenger |
| goals-and-okrs | 15Five | 0% | 35% | 17 | criticized challenger |
| goals-and-okrs | Microsoft Viva Goals | 0% | 41% | 22 | criticized challenger |
| goals-and-okrs | Weekdone | 0% | 70% | 10 | criticized challenger |
| hr-ai-assistants | Moveworks | 27% | 12% | 33 | accepted challenger |
| hr-ai-assistants | Leena AI | 22% | 11% | 37 | accepted challenger |
| hr-ai-assistants | Workday Illuminate | 14% | 19% | 36 | accepted challenger |
| hr-ai-assistants | ServiceNow HR Service Delivery | 4% | 7% | 15 | accepted challenger |
| hr-ai-assistants | Paradox | 0% | 0% | 10 | accepted challenger |
| hr-ai-assistants | Eightfold AI | 0% | 36% | 11 | criticized challenger |
| hr-ai-assistants | ChatGPT | 0% | 80% | 10 | criticized challenger |
| hr-compliance-and-policy-management | Workday | 23% | 11% | 44 | accepted challenger |
| hr-compliance-and-policy-management | NAVEX PolicyTech | 15% | 0% | 12 | accepted challenger |
| hr-compliance-and-policy-management | Rippling | 13% | 15% | 26 | accepted challenger |
| hr-compliance-and-policy-management | SAP SuccessFactors | 10% | 10% | 30 | accepted challenger |
| hr-compliance-and-policy-management | ADP Workforce Now | 4% | 0% | 19 | accepted challenger |
| hr-compliance-and-policy-management | Oracle Fusion Cloud HCM | 2% | 7% | 15 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 2% | 50% | 14 | criticized challenger |
| hr-compliance-and-policy-management | ADP SmartCompliance | 0% | 0% | 10 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 0% | 6% | 18 | accepted challenger |
| hr-compliance-and-policy-management | UKG Pro | 0% | 17% | 18 | accepted challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 62% | 22% | 68 | endorsed leader |
| hr-help-desk-and-case-management | Zendesk | 8% | 33% | 33 | criticized challenger |
| hr-help-desk-and-case-management | Jira Service Management | 6% | 20% | 20 | accepted challenger |
| hr-help-desk-and-case-management | Oracle Fusion Cloud HCM | 2% | 8% | 12 | accepted challenger |
| hr-help-desk-and-case-management | Workday HR Service Delivery | 2% | 12% | 24 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 2% | 20% | 15 | accepted challenger |
| hr-help-desk-and-case-management | SAP SuccessFactors Enterprise Service Management | 0% | 0% | 11 | accepted challenger |
| hr-help-desk-and-case-management | SAP SuccessFactors | 0% | 10% | 21 | accepted challenger |
| hr-help-desk-and-case-management | Workday Help | 0% | 14% | 14 | accepted challenger |
| hris-and-hcm-platforms | Workday HCM | 73% | 16% | 68 | endorsed leader |
| hris-and-hcm-platforms | Oracle Fusion Cloud HCM | 5% | 13% | 55 | accepted challenger |
| hris-and-hcm-platforms | HiBob | 5% | 29% | 14 | criticized challenger |
| hris-and-hcm-platforms | Rippling | 5% | 50% | 28 | criticized challenger |
| hris-and-hcm-platforms | Dayforce | 2% | 0% | 24 | accepted challenger |
| hris-and-hcm-platforms | SAP SuccessFactors | 2% | 15% | 59 | accepted challenger |
| hris-and-hcm-platforms | ADP Workforce Now | 2% | 16% | 32 | accepted challenger |
| hris-and-hcm-platforms | UKG Pro | 0% | 10% | 48 | accepted challenger |
| hris-and-hcm-platforms | BambooHR | 0% | 71% | 17 | criticized challenger |
| hsa-and-fsa-administration | HealthEquity | 39% | 16% | 61 | endorsed leader |
| hsa-and-fsa-administration | WEX Benefits | 18% | 10% | 30 | accepted challenger |
| hsa-and-fsa-administration | Lively | 11% | 12% | 26 | accepted challenger |
| hsa-and-fsa-administration | Alegeus | 7% | 0% | 13 | accepted challenger |
| hsa-and-fsa-administration | Benepass | 7% | 5% | 21 | accepted challenger |
| hsa-and-fsa-administration | Fidelity HSA | 4% | 0% | 29 | accepted challenger |
| hsa-and-fsa-administration | Optum Bank | 4% | 8% | 12 | accepted challenger |
| hsa-and-fsa-administration | WEX Health | 4% | 8% | 12 | accepted challenger |
| hsa-and-fsa-administration | Navia Benefit Solutions | 2% | 36% | 11 | criticized challenger |
| hsa-and-fsa-administration | Optum Financial | 0% | 8% | 13 | accepted challenger |
| hsa-and-fsa-administration | HSA Bank | 0% | 15% | 27 | accepted challenger |
| hsa-and-fsa-administration | WageWorks | 0% | 33% | 12 | criticized challenger |
| internal-communications-and-intranet | Simpplr | 17% | 16% | 49 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 17% | 33% | 45 | criticized challenger |
| internal-communications-and-intranet | Staffbase | 14% | 14% | 51 | accepted challenger |
| internal-communications-and-intranet | Microsoft Teams | 9% | 18% | 11 | accepted challenger |
| internal-communications-and-intranet | Slack | 3% | 10% | 10 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 3% | 14% | 43 | accepted challenger |
| internal-communications-and-intranet | Unily | 3% | 18% | 44 | accepted challenger |
| internal-communications-and-intranet | Firstup | 2% | 0% | 12 | accepted challenger |
| internal-communications-and-intranet | MangoApps | 2% | 0% | 15 | accepted challenger |
| internal-communications-and-intranet | Igloo Software | 2% | 20% | 10 | accepted challenger |
| internal-communications-and-intranet | Interact | 0% | 0% | 13 | accepted challenger |
| internal-communications-and-intranet | Happeo | 0% | 8% | 12 | accepted challenger |
| internal-communications-and-intranet | Blink | 0% | 10% | 10 | accepted challenger |
| internal-communications-and-intranet | LumApps | 0% | 15% | 40 | accepted challenger |
| internal-communications-and-intranet | Atlassian Confluence | 0% | 50% | 10 | criticized challenger |
| internal-communications-and-intranet | Workplace from Meta | 0% | 50% | 10 | criticized challenger |
| internal-talent-marketplace | Gloat | 56% | 16% | 63 | endorsed leader |
| internal-talent-marketplace | Fuel50 | 22% | 6% | 52 | accepted challenger |
| internal-talent-marketplace | Eightfold AI | 6% | 22% | 45 | accepted challenger |
| internal-talent-marketplace | Workday Talent Marketplace | 4% | 6% | 33 | accepted challenger |
| internal-talent-marketplace | SAP SuccessFactors Opportunity Marketplace | 2% | 7% | 15 | accepted challenger |
| internal-talent-marketplace | 365Talents | 2% | 10% | 10 | accepted challenger |
| internal-talent-marketplace | Cornerstone OnDemand | 2% | 38% | 13 | criticized challenger |
| internal-talent-marketplace | Phenom | 0% | 6% | 17 | accepted challenger |
| internal-talent-marketplace | Beamery | 0% | 8% | 12 | accepted challenger |
| internal-talent-marketplace | Toptal | 0% | 20% | 10 | accepted challenger |
| internal-talent-marketplace | Upwork | 0% | 59% | 17 | criticized challenger |
| internal-talent-marketplace | Fiverr | 0% | 79% | 14 | criticized challenger |
| interview-scheduling | GoodTime | 55% | 3% | 63 | endorsed leader |
| interview-scheduling | Calendly | 9% | 59% | 51 | criticized challenger |
| interview-scheduling | Greenhouse | 7% | 23% | 31 | accepted challenger |
| interview-scheduling | Workday Recruiting | 5% | 0% | 11 | accepted challenger |
| interview-scheduling | candidate.fyi | 4% | 0% | 20 | accepted challenger |
| interview-scheduling | ModernLoop | 4% | 3% | 38 | accepted challenger |
| interview-scheduling | Prelude | 2% | 29% | 17 | criticized challenger |
| interview-scheduling | HireVue | 2% | 33% | 18 | criticized challenger |
| interview-scheduling | Cal.com | 2% | 33% | 15 | criticized challenger |
| interview-scheduling | Ashby | 0% | 0% | 14 | accepted challenger |
| interview-scheduling | Paradox | 0% | 6% | 32 | accepted challenger |
| interview-scheduling | VidCruiter | 0% | 7% | 15 | accepted challenger |
| interview-scheduling | Lever | 0% | 38% | 16 | criticized challenger |
| job-advertising-and-distribution | Appcast | 43% | 2% | 50 | endorsed leader |
| job-advertising-and-distribution | Joveo | 15% | 0% | 43 | accepted challenger |
| job-advertising-and-distribution | Broadbean | 7% | 8% | 12 | accepted challenger |
| job-advertising-and-distribution | Radancy | 3% | 4% | 23 | accepted challenger |
| job-advertising-and-distribution | Recruitics | 2% | 0% | 26 | accepted challenger |
| job-advertising-and-distribution | Adway | 2% | 0% | 10 | accepted challenger |
| job-advertising-and-distribution | PandoLogic | 2% | 8% | 12 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 0% | 67% | 12 | criticized challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 0% | 67% | 15 | criticized challenger |
| job-advertising-and-distribution | Indeed | 0% | 74% | 19 | criticized challenger |
| job-advertising-and-distribution | Monster | 0% | 93% | 14 | criticized challenger |
| learning-experience-platforms | Docebo | 40% | 20% | 61 | endorsed leader |
| learning-experience-platforms | Degreed | 16% | 32% | 53 | criticized challenger |
| learning-experience-platforms | Cornerstone OnDemand | 10% | 30% | 53 | criticized challenger |
| learning-experience-platforms | Absorb LMS | 8% | 7% | 29 | accepted challenger |
| learning-experience-platforms | 360Learning | 8% | 14% | 43 | accepted challenger |
| learning-experience-platforms | EdCast | 6% | 17% | 12 | accepted challenger |
| learning-experience-platforms | SAP SuccessFactors Learning | 0% | 11% | 18 | accepted challenger |
| learning-management-systems | Docebo | 40% | 9% | 58 | endorsed leader |
| learning-management-systems | Cornerstone OnDemand | 20% | 16% | 51 | accepted challenger |
| learning-management-systems | Absorb LMS | 8% | 11% | 45 | accepted challenger |
| learning-management-systems | SAP Litmos | 4% | 15% | 26 | accepted challenger |
| learning-management-systems | SAP SuccessFactors Learning | 2% | 7% | 27 | accepted challenger |
| learning-management-systems | Workday Learning | 0% | 0% | 14 | accepted challenger |
| learning-management-systems | CYPHER Learning | 0% | 0% | 10 | accepted challenger |
| learning-management-systems | 360Learning | 0% | 5% | 22 | accepted challenger |
| learning-management-systems | LearnUpon | 0% | 7% | 15 | accepted challenger |
| learning-management-systems | D2L Brightspace | 0% | 7% | 14 | accepted challenger |
| learning-management-systems | TalentLMS | 0% | 30% | 27 | criticized challenger |
| learning-management-systems | Moodle | 0% | 40% | 30 | criticized challenger |
| leave-and-absence-management | Workday | 38% | 18% | 49 | endorsed leader |
| leave-and-absence-management | UKG Pro | 10% | 9% | 35 | accepted challenger |
| leave-and-absence-management | AbsenceSoft | 8% | 5% | 20 | accepted challenger |
| leave-and-absence-management | ADP Workforce Now | 4% | 12% | 17 | accepted challenger |
| leave-and-absence-management | BambooHR | 4% | 53% | 32 | criticized challenger |
| leave-and-absence-management | SAP SuccessFactors | 2% | 5% | 19 | accepted challenger |
| leave-and-absence-management | Rippling | 2% | 16% | 32 | accepted challenger |
| leave-and-absence-management | Oracle Fusion Cloud Absence Management | 0% | 17% | 12 | accepted challenger |
| leave-and-absence-management | Dayforce | 0% | 20% | 10 | accepted challenger |
| leave-and-absence-management | Vacation Tracker | 0% | 67% | 12 | criticized challenger |
| mentoring-software | MentorcliQ | 29% | 8% | 65 | accepted challenger |
| mentoring-software | Qooper | 25% | 7% | 55 | accepted challenger |
| mentoring-software | Together | 18% | 16% | 62 | accepted challenger |
| mentoring-software | Chronus | 15% | 9% | 67 | accepted challenger |
| mentoring-software | Mentorloop | 2% | 30% | 20 | criticized challenger |
| mentoring-software | Guider | 0% | 0% | 14 | accepted challenger |
| mentoring-software | Ten Thousand Coffees | 0% | 0% | 14 | accepted challenger |
| mentoring-software | PushFar | 0% | 30% | 10 | criticized challenger |
| online-course-libraries | Udemy Business | 25% | 19% | 59 | accepted challenger |
| online-course-libraries | LinkedIn Learning | 23% | 22% | 58 | accepted challenger |
| online-course-libraries | Go1 | 10% | 14% | 14 | accepted challenger |
| online-course-libraries | Docebo | 8% | 10% | 21 | accepted challenger |
| online-course-libraries | Coursera for Business | 8% | 11% | 57 | accepted challenger |
| online-course-libraries | Skillsoft Percipio | 4% | 12% | 34 | accepted challenger |
| online-course-libraries | OpenSesame | 2% | 0% | 10 | accepted challenger |
| online-course-libraries | edX | 2% | 7% | 14 | accepted challenger |
| online-course-libraries | Pluralsight | 0% | 7% | 29 | accepted challenger |
| online-course-libraries | Litmos | 0% | 10% | 10 | accepted challenger |
| org-charts-and-org-design | Orgvue | 24% | 0% | 30 | accepted challenger |
| org-charts-and-org-design | ChartHop | 20% | 11% | 54 | accepted challenger |
| org-charts-and-org-design | Ingentis org.manager | 12% | 0% | 39 | accepted challenger |
| org-charts-and-org-design | OneDirectory | 10% | 3% | 30 | accepted challenger |
| org-charts-and-org-design | OrgChart | 7% | 10% | 42 | accepted challenger |
| org-charts-and-org-design | Lucidchart | 5% | 59% | 51 | criticized challenger |
| org-charts-and-org-design | Nakisa Org Design Suite | 3% | 0% | 20 | accepted challenger |
| org-charts-and-org-design | Microsoft Visio | 3% | 63% | 43 | criticized challenger |
| org-charts-and-org-design | Organimi | 2% | 35% | 17 | criticized challenger |
| org-charts-and-org-design | Creately | 2% | 71% | 14 | criticized challenger |
| org-charts-and-org-design | Workday | 0% | 17% | 12 | accepted challenger |
| org-charts-and-org-design | SAP SuccessFactors | 0% | 23% | 13 | accepted challenger |
| org-charts-and-org-design | Pingboard | 0% | 26% | 27 | criticized challenger |
| org-charts-and-org-design | Miro | 0% | 72% | 18 | criticized challenger |
| org-charts-and-org-design | SmartDraw | 0% | 81% | 16 | criticized challenger |
| pay-equity | Syndio | 62% | 10% | 62 | endorsed leader |
| pay-equity | PayAnalytics | 17% | 0% | 22 | accepted challenger |
| pay-equity | Trusaic PayParity | 8% | 7% | 46 | accepted challenger |
| pay-equity | beqom Pay Equity | 0% | 3% | 34 | accepted challenger |
| pay-equity | Figures | 0% | 7% | 14 | accepted challenger |
| pay-equity | Visier | 0% | 10% | 10 | accepted challenger |
| pay-equity | Payscale | 0% | 23% | 22 | accepted challenger |
| pay-equity | Workday Pay Equity | 0% | 27% | 15 | criticized challenger |
| payroll-software | ADP | 31% | 11% | 37 | endorsed leader |
| payroll-software | Workday | 16% | 7% | 57 | accepted challenger |
| payroll-software | ADP Workforce Now | 13% | 19% | 21 | accepted challenger |
| payroll-software | Paylocity | 6% | 11% | 19 | accepted challenger |
| payroll-software | Dayforce | 5% | 5% | 39 | accepted challenger |
| payroll-software | Rippling | 5% | 36% | 28 | criticized challenger |
| payroll-software | Deel | 3% | 6% | 17 | accepted challenger |
| payroll-software | Paycom | 3% | 11% | 18 | accepted challenger |
| payroll-software | Paychex Flex | 3% | 38% | 13 | criticized challenger |
| payroll-software | Papaya Global | 2% | 0% | 13 | accepted challenger |
| payroll-software | UKG Pro | 2% | 7% | 42 | accepted challenger |
| payroll-software | Oracle Fusion Cloud HCM | 0% | 8% | 13 | accepted challenger |
| payroll-software | SAP SuccessFactors Employee Central Payroll | 0% | 14% | 22 | accepted challenger |
| payroll-software | Gusto | 0% | 91% | 11 | criticized challenger |
| peo-providers | ADP TotalSource | 62% | 10% | 58 | endorsed leader |
| peo-providers | TriNet | 12% | 10% | 48 | accepted challenger |
| peo-providers | Rippling | 10% | 5% | 21 | accepted challenger |
| peo-providers | Infiniti HR | 2% | 0% | 13 | accepted challenger |
| peo-providers | Paychex | 2% | 23% | 13 | accepted challenger |
| peo-providers | Justworks | 2% | 45% | 22 | criticized challenger |
| peo-providers | Paychex PEO | 0% | 5% | 19 | accepted challenger |
| peo-providers | Insperity | 0% | 6% | 36 | accepted challenger |
| people-analytics | Visier | 57% | 14% | 65 | endorsed leader |
| people-analytics | Workday People Analytics | 11% | 20% | 44 | accepted challenger |
| people-analytics | ChartHop | 11% | 29% | 28 | criticized challenger |
| people-analytics | Crunchr | 6% | 10% | 30 | accepted challenger |
| people-analytics | One Model | 2% | 8% | 36 | accepted challenger |
| people-analytics | SAP SuccessFactors | 2% | 21% | 14 | accepted challenger |
| people-analytics | Culture Amp | 0% | 10% | 10 | accepted challenger |
| people-analytics | Oracle Fusion HCM Analytics | 0% | 12% | 16 | accepted challenger |
| people-analytics | Microsoft Viva Insights | 0% | 36% | 11 | criticized challenger |
| people-analytics | Tableau | 0% | 40% | 10 | criticized challenger |
| performance-management | Betterworks | 37% | 5% | 55 | endorsed leader |
| performance-management | Workday HCM Performance Management | 20% | 25% | 56 | criticized challenger |
| performance-management | Lattice | 19% | 29% | 48 | criticized challenger |
| performance-management | SAP SuccessFactors | 10% | 28% | 47 | criticized challenger |
| performance-management | Oracle Fusion Cloud EPM | 2% | 0% | 13 | accepted challenger |
| performance-management | Anaplan | 2% | 7% | 15 | accepted challenger |
| performance-management | Workhuman | 2% | 15% | 13 | accepted challenger |
| performance-management | 15Five | 2% | 32% | 31 | criticized challenger |
| performance-management | Workday Adaptive Planning | 0% | 0% | 13 | accepted challenger |
| performance-management | Culture Amp | 0% | 25% | 24 | criticized challenger |
| performance-management | Oracle Fusion Cloud HCM | 0% | 33% | 12 | criticized challenger |
| performance-management | BambooHR | 0% | 75% | 12 | criticized challenger |
| recognition-and-rewards | Achievers | 39% | 7% | 60 | endorsed leader |
| recognition-and-rewards | Awardco | 20% | 9% | 54 | accepted challenger |
| recognition-and-rewards | Workhuman | 18% | 11% | 53 | accepted challenger |
| recognition-and-rewards | Bonusly | 8% | 41% | 32 | criticized challenger |
| recognition-and-rewards | Kudos | 4% | 14% | 22 | accepted challenger |
| recognition-and-rewards | Motivosity | 2% | 20% | 15 | accepted challenger |
| recognition-and-rewards | Vantage Circle | 0% | 0% | 10 | accepted challenger |
| recognition-and-rewards | Guusto | 0% | 14% | 14 | accepted challenger |
| recognition-and-rewards | O.C. Tanner Culture Cloud | 0% | 17% | 18 | accepted challenger |
| recognition-and-rewards | Nectar | 0% | 36% | 14 | criticized challenger |
| recruiting-crm-and-sourcing | SeekOut | 18% | 26% | 31 | criticized challenger |
| recruiting-crm-and-sourcing | Gem | 14% | 17% | 29 | accepted challenger |
| recruiting-crm-and-sourcing | Eightfold AI | 12% | 14% | 22 | accepted challenger |
| recruiting-crm-and-sourcing | Beamery | 12% | 29% | 21 | criticized challenger |
| recruiting-crm-and-sourcing | iCIMS | 10% | 32% | 19 | criticized challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 6% | 52% | 29 | criticized challenger |
| recruiting-crm-and-sourcing | Greenhouse | 4% | 9% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | hireEZ | 4% | 20% | 25 | accepted challenger |
| recruiting-crm-and-sourcing | Jaggaer | 0% | 0% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | Lever | 0% | 10% | 10 | accepted challenger |
| recruiting-crm-and-sourcing | Coupa | 0% | 36% | 11 | criticized challenger |
| recruiting-crm-and-sourcing | SAP Ariba | 0% | 43% | 14 | criticized challenger |
| recruitment-marketing-and-career-sites | Phenom | 35% | 8% | 60 | endorsed leader |
| recruitment-marketing-and-career-sites | Beamery | 12% | 7% | 42 | accepted challenger |
| recruitment-marketing-and-career-sites | Greenhouse | 7% | 17% | 30 | accepted challenger |
| recruitment-marketing-and-career-sites | iCIMS Attract | 7% | 17% | 29 | accepted challenger |
| recruitment-marketing-and-career-sites | Avature | 5% | 14% | 35 | accepted challenger |
| recruitment-marketing-and-career-sites | Bullhorn | 5% | 29% | 21 | criticized challenger |
| recruitment-marketing-and-career-sites | Radancy | 3% | 10% | 21 | accepted challenger |
| recruitment-marketing-and-career-sites | SmartRecruiters | 3% | 15% | 20 | accepted challenger |
| recruitment-marketing-and-career-sites | Symphony Talent | 3% | 22% | 27 | accepted challenger |
| recruitment-marketing-and-career-sites | Handshake | 2% | 0% | 12 | accepted challenger |
| recruitment-marketing-and-career-sites | Appcast | 2% | 22% | 18 | accepted challenger |
| recruitment-marketing-and-career-sites | Eightfold AI | 0% | 0% | 12 | accepted challenger |
| recruitment-marketing-and-career-sites | Joveo | 0% | 21% | 14 | accepted challenger |
| skills-intelligence | Eightfold AI | 47% | 21% | 47 | endorsed leader |
| skills-intelligence | TechWolf | 10% | 13% | 23 | accepted challenger |
| skills-intelligence | Lightcast Open Skills | 8% | 8% | 12 | accepted challenger |
| skills-intelligence | Workday Skills Cloud | 6% | 16% | 37 | accepted challenger |
| skills-intelligence | Gloat | 4% | 24% | 41 | accepted challenger |
| skills-intelligence | 365Talents | 2% | 11% | 19 | accepted challenger |
| skills-intelligence | Fuel50 | 2% | 14% | 21 | accepted challenger |
| skills-intelligence | iMocha | 2% | 25% | 12 | criticized challenger |
| skills-intelligence | Cornerstone OnDemand | 0% | 16% | 19 | accepted challenger |
| skills-intelligence | Docebo | 0% | 17% | 12 | accepted challenger |
| skills-intelligence | Degreed | 0% | 20% | 20 | accepted challenger |
| skills-intelligence | Phenom | 0% | 30% | 10 | criticized challenger |
| skills-intelligence | Beamery | 0% | 32% | 22 | criticized challenger |
| skills-intelligence | SAP SuccessFactors Skills | 0% | 36% | 14 | criticized challenger |
| staffing-agency-platforms | Bullhorn | 42% | 17% | 53 | endorsed leader |
| staffing-agency-platforms | iCIMS Talent Cloud | 8% | 8% | 13 | accepted challenger |
| staffing-agency-platforms | SAP Fieldglass | 6% | 18% | 11 | accepted challenger |
| staffing-agency-platforms | Avionté | 4% | 10% | 10 | accepted challenger |
| staffing-agency-platforms | Beeline | 4% | 20% | 10 | accepted challenger |
| staffing-agency-platforms | JobDiva | 2% | 4% | 26 | accepted challenger |
| staffing-agency-platforms | TempWorks | 2% | 9% | 11 | accepted challenger |
| staffing-agency-platforms | Aviont\u00e9 | 0% | 0% | 13 | accepted challenger |
| staffing-agency-platforms | Vincere | 0% | 7% | 14 | accepted challenger |
| staffing-agency-platforms | SmartRecruiters | 0% | 20% | 10 | accepted challenger |
| staffing-agency-platforms | Ceipal | 0% | 20% | 10 | accepted challenger |
| succession-planning | Workday Succession Planning | 39% | 10% | 59 | endorsed leader |
| succession-planning | SAP SuccessFactors Succession & Development | 36% | 12% | 64 | endorsed leader |
| succession-planning | Cornerstone Succession | 3% | 0% | 28 | accepted challenger |
| succession-planning | UKG Pro Succession Planning | 2% | 0% | 10 | accepted challenger |
| succession-planning | ChartHop | 2% | 8% | 13 | accepted challenger |
| succession-planning | Eightfold AI | 2% | 18% | 17 | accepted challenger |
| succession-planning | TalentGuard Succession Planning | 0% | 0% | 16 | accepted challenger |
| succession-planning | Oracle Fusion Cloud HCM | 0% | 6% | 31 | accepted challenger |
| succession-planning | PeopleFluent Succession Management | 0% | 7% | 15 | accepted challenger |
| succession-planning | Lattice | 0% | 24% | 17 | accepted challenger |
| talent-intelligence | Eightfold AI | 67% | 17% | 69 | endorsed leader |
| talent-intelligence | Gloat | 6% | 17% | 42 | accepted challenger |
| talent-intelligence | SeekOut | 6% | 23% | 39 | accepted challenger |
| talent-intelligence | Beamery | 4% | 23% | 48 | accepted challenger |
| talent-intelligence | Findem | 2% | 0% | 10 | accepted challenger |
| talent-intelligence | 365Talents | 2% | 0% | 13 | accepted challenger |
| talent-intelligence | Phenom | 2% | 29% | 38 | criticized challenger |
| talent-intelligence | Workday Skills Cloud | 2% | 35% | 23 | criticized challenger |
| talent-intelligence | LinkedIn Talent Insights | 0% | 8% | 13 | accepted challenger |
| talent-intelligence | Visier | 0% | 10% | 10 | accepted challenger |
| talent-intelligence | Lightcast | 0% | 17% | 12 | accepted challenger |
| talent-intelligence | Fuel50 | 0% | 18% | 11 | accepted challenger |
| talent-intelligence | Gem | 0% | 18% | 11 | accepted challenger |
| talent-intelligence | hireEZ | 0% | 19% | 16 | accepted challenger |
| talent-intelligence | iCIMS Talent Cloud | 0% | 50% | 14 | criticized challenger |
| technical-hiring-assessments | HackerRank | 51% | 18% | 72 | endorsed leader |
| technical-hiring-assessments | Coderbyte | 18% | 0% | 14 | accepted challenger |
| technical-hiring-assessments | CodeSignal | 13% | 17% | 63 | accepted challenger |
| technical-hiring-assessments | Codility | 11% | 20% | 59 | accepted challenger |
| technical-hiring-assessments | HackerEarth | 2% | 13% | 15 | accepted challenger |
| technical-hiring-assessments | CoderPad | 0% | 8% | 38 | accepted challenger |
| technical-hiring-assessments | Mercer | Mettl | 0% | 27% | 11 | criticized challenger |
| technical-hiring-assessments | TestGorilla | 0% | 33% | 18 | criticized challenger |
| time-and-attendance | UKG Pro | 25% | 13% | 30 | accepted challenger |
| time-and-attendance | ADP Workforce Now | 14% | 14% | 37 | accepted challenger |
| time-and-attendance | UKG Pro Workforce Management | 7% | 0% | 11 | accepted challenger |
| time-and-attendance | UKG Ready | 7% | 7% | 15 | accepted challenger |
| time-and-attendance | Workday Time Tracking | 5% | 8% | 24 | accepted challenger |
| time-and-attendance | QuickBooks Time | 5% | 42% | 12 | criticized challenger |
| time-and-attendance | Rippling | 4% | 0% | 19 | accepted challenger |
| time-and-attendance | Oracle Time and Labor | 2% | 6% | 16 | accepted challenger |
| time-and-attendance | Dayforce | 0% | 0% | 15 | accepted challenger |
| time-and-attendance | SAP SuccessFactors Time Management | 0% | 0% | 19 | accepted challenger |
| time-and-attendance | Paycom | 0% | 8% | 12 | accepted challenger |
| time-and-attendance | Connecteam | 0% | 27% | 11 | criticized challenger |
| time-and-attendance | BambooHR Time Tracking | 0% | 30% | 10 | criticized challenger |
| video-interviewing | HireVue | 66% | 17% | 70 | endorsed leader |
| video-interviewing | VidCruiter | 21% | 4% | 54 | accepted challenger |
| video-interviewing | Spark Hire | 6% | 23% | 48 | accepted challenger |
| video-interviewing | Hireflix | 6% | 36% | 11 | criticized challenger |
| video-interviewing | Jobma | 0% | 0% | 14 | accepted challenger |
| video-interviewing | Willo | 0% | 13% | 23 | accepted challenger |
| whistleblowing-and-investigations | NAVEX One | 35% | 10% | 50 | endorsed leader |
| whistleblowing-and-investigations | SpeakUp | 7% | 0% | 28 | accepted challenger |
| whistleblowing-and-investigations | EthicsPoint | 7% | 21% | 14 | accepted challenger |
| whistleblowing-and-investigations | Case IQ | 6% | 0% | 26 | accepted challenger |
| whistleblowing-and-investigations | Whispli | 6% | 4% | 28 | accepted challenger |
| whistleblowing-and-investigations | HR Acuity | 6% | 8% | 12 | accepted challenger |
| whistleblowing-and-investigations | Whistlelink | 4% | 10% | 20 | accepted challenger |
| whistleblowing-and-investigations | EQS Integrity Line | 2% | 4% | 27 | accepted challenger |
| whistleblowing-and-investigations | Ethico | 2% | 10% | 10 | accepted challenger |
| whistleblowing-and-investigations | FaceUp | 2% | 17% | 18 | accepted challenger |
| whistleblowing-and-investigations | Convercent | 0% | 18% | 11 | accepted challenger |
| workforce-management-suites | UKG Pro | 32% | 11% | 44 | endorsed leader |
| workforce-management-suites | UKG Pro Workforce Management | 24% | 5% | 19 | accepted challenger |
| workforce-management-suites | Dayforce | 10% | 3% | 39 | accepted challenger |
| workforce-management-suites | Workday Workforce Management | 6% | 19% | 42 | accepted challenger |
| workforce-management-suites | Oracle Fusion Cloud HCM | 2% | 20% | 30 | accepted challenger |
| workforce-management-suites | Infor Workforce Management | 2% | 20% | 10 | accepted challenger |
| workforce-management-suites | ADP Workforce Now | 2% | 24% | 29 | accepted challenger |
| workforce-management-suites | Deputy | 2% | 67% | 12 | criticized challenger |
| workforce-management-suites | WorkForce Software | 0% | 5% | 19 | accepted challenger |
| workforce-management-suites | SAP SuccessFactors | 0% | 33% | 36 | criticized challenger |
| workforce-management-suites | Verint Workforce Management | 0% | 42% | 19 | criticized challenger |
| workforce-management-suites | NICE Workforce Management | 0% | 56% | 16 | criticized challenger |
| workforce-management-suites | Aspect WFM | 0% | 92% | 12 | criticized challenger |
| workforce-planning | Anaplan | 43% | 10% | 68 | endorsed leader |
| workforce-planning | Workday Adaptive Planning | 29% | 5% | 60 | accepted challenger |
| workforce-planning | ChartHop | 7% | 21% | 19 | accepted challenger |
| workforce-planning | Pigment | 5% | 0% | 18 | accepted challenger |
| workforce-planning | Workday | 4% | 17% | 12 | accepted challenger |
| workforce-planning | UKG Pro | 0% | 8% | 13 | accepted challenger |
| workforce-planning | Orgvue | 0% | 10% | 20 | accepted challenger |
| workforce-planning | Visier | 0% | 21% | 29 | accepted challenger |
| workforce-planning | SAP SuccessFactors Workforce Planning | 0% | 24% | 34 | accepted challenger |
| workforce-planning | Rippling | 0% | 38% | 13 | criticized challenger |
| workforce-scheduling | UKG Pro Workforce Management | 20% | 0% | 15 | accepted challenger |
| workforce-scheduling | Dayforce | 9% | 0% | 16 | accepted challenger |
| workforce-scheduling | UKG Pro | 9% | 13% | 15 | accepted challenger |
| workforce-scheduling | Shiftboard | 9% | 21% | 19 | accepted challenger |
| workforce-scheduling | Workday Workforce Management | 7% | 6% | 36 | accepted challenger |
| workforce-scheduling | Deputy | 7% | 28% | 29 | criticized challenger |
| workforce-scheduling | Quinyx | 2% | 0% | 13 | accepted challenger |
| workforce-scheduling | ADP Workforce Now | 0% | 7% | 14 | accepted challenger |
| workforce-scheduling | Humanity | 0% | 8% | 12 | accepted challenger |
| workforce-scheduling | Calendly | 0% | 56% | 16 | criticized challenger |
| workforce-scheduling | When I Work | 0% | 59% | 17 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**OpenAI products** (1 products, 13 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 1/1/2 | 1/1/2 | 0/2/2 | 0/1/1 | 0/1/1 | 0/1/1 |  |  |  |  | 0/1/1 | 0/1/1 |  | 0/2/2 |

Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna -0.50 over 2 labels; the other 12 models -2.18 over 11 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (20 products, 51 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Sheets |  |  | 0/3/3 |  |  |  | 0/2/2 |  |  | 0/1/1 | 0/3/3 | 0/1/1 |  |  |
| Google Calendar |  |  | 0/1/1 |  |  | 0/1/1 | 0/1/1 |  | 0/2/2 | 0/1/1 | 0/2/2 |  |  | 0/1/1 |
| Google Forms |  |  | 0/1/1 |  | 0/2/2 |  | 0/1/1 |  | 0/2/2 |  |  |  |  |  |
| Gemini |  |  | 0/1/1 | 0/1/1 |  |  |  |  |  |  |  | 0/1/1 |  | 0/1/1 |
| Google for Jobs |  |  |  |  | 1/1/2 |  | 1/0/1 |  |  |  |  |  |  |  |
| Google Docs |  |  |  |  | 0/1/1 |  |  | 0/1/1 |  |  | 0/1/1 |  |  |  |
| Google Slides |  |  |  |  | 0/1/1 |  | 0/1/1 |  |  | 0/1/1 |  |  |  |  |
| Google Workspace Appointment Schedules |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Calendar appointment slots |  |  |  |  |  |  | 0/1/1 |  |  |  |  |  |  |  |
| Google Appointment Schedule |  |  |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |
| Google Meet |  |  |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |
| Google |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |  |
| Google Workspace |  |  |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google Sites |  |  |  |  |  |  |  |  | 0/1/1 |  |  |  |  |  |
| Google Currents |  |  |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |
| Google Drive |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |  |  |
| Google Gemini |  | 1/0/1 |  |  |  |  |  |  |  |  |  |  |  |  |
| Google Classroom |  |  |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |
| Looker Studio |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |  |  |
| Looker |  |  |  |  |  |  | 0/1/1 |  |  |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash -2.71 over 7 labels; the other 13 models -2.23 over 44 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 1082 labels counted under the raw name, for human review:

Ceipal in staffing-agency-platforms (9), ADP SmartCompliance® in hr-compliance-and-policy-management (3), Aviont in staffing-agency-platforms (3), UKG Pro Suite in workforce-management-suites (3), "OKRs Tool" in goals-and-okrs (1), 360Training.com Inc. in compliance-training (1), 8D Technologies in skills-intelligence (1), 8th Light in internal-talent-marketplace (1), 9BoxAI in succession-planning (1), ADP 401(k) Enhanced in 401k-providers (1), ADP Benefits Management in flexible-benefits-and-lifestyle-spending-accounts (1), ADP Benefits Module in benefits-administration (1), ADP Compliance in hr-compliance-and-policy-management (1), ADP Comprehensive Services in peo-providers (1), ADP Enterprise Benefits (Vantage / Lifion) in benefits-administration (1), ADP Enterprise HCM / Vantage HCM in hris-and-hcm-platforms (1), ADP Enterprise HR / Workforce Now in flexible-benefits-and-lifestyle-spending-accounts (1), ADP Onboarding in employee-onboarding (1), ADP PEO / ADP Workforce Now in peo-providers (1), ADP Performance Management in performance-management (1), ADP Recruit in applicant-tracking-systems (1), ADP Time & Labor Management in time-and-attendance (1), ADP Time & Labor Management / ADP Workforce Now in time-and-attendance (1), ADP TotalSource® in peo-providers (1), ADP WFM in workforce-management-suites (1), ADP Wisely in financial-wellness-platforms (1), ADP Workforce in hris-and-hcm-platforms (1), ADP Workforce Now Compensation in compensation-management (1), ADP Workforce Now with DataCloud in people-analytics (1), ADP – ADP Workforce Now / ADP Vantage HCM in time-and-attendance (1), ADP's enterprise workforce-management offerings, including Lyric in time-and-attendance (1), AGSS (formerly Accurate Personnel) in background-screening (1), AWS Skill Builder in online-course-libraries (1), AWS Step Functions in workforce-scheduling (1), AWS Training in online-course-libraries (1), Absorb LMS content tooling in course-authoring-tools (1), Accela in contingent-workforce-management (1), AccuPay in peo-providers (1), AccusourceHR in background-screening (1), AceUp in coaching-platforms (1), Acorn LMS in skills-intelligence (1), Actionable in goals-and-okrs (1), ActivateStaff in staffing-agency-platforms (1), Actus in succession-planning (1), Adalo in course-authoring-tools (1), Adaptavist in internal-talent-marketplace (1), Adaptive in compensation-management (1), Adepto in internal-talent-marketplace (1), Administrate in learning-management-systems (1), Adobe Captivate Classic in course-authoring-tools (1), Adobe Experience Manager in course-authoring-tools (1), Adobe Experience Platform in employee-engagement-surveys (1), Aduna in job-advertising-and-distribution (1), AdvantageClub AI in flexible-benefits-and-lifestyle-spending-accounts (1), Adway.ai in job-advertising-and-distribution (1), Aetna in hsa-and-fsa-administration (1), Affirmity – PayStat in pay-equity (1), AgileOne in contingent-workforce-management (1), Aha! Learning (formerly Mindtools) in online-course-libraries (1), Akumina in internal-communications-and-intranet (1), Alexander Group Sales Compensation & Incentive Plan Design Survey in compensation-benchmarking-data (1), Alight LeavePro in leave-and-absence-management (1), Allegis / Trinet (Enterprise Divisions) in flexible-benefits-and-lifestyle-spending-accounts (1), Alloy Navigator in hr-help-desk-and-case-management (1), Ally.io now Microsoft Viva Goals in goals-and-okrs (1), Altify (by Upland) in org-charts-and-org-design (1), Amazon Recruiting Tool in hr-ai-assistants (1), Amazon's Automated Recruiting Engine in hr-ai-assistants (1), Amazon's Recruiting Tool in hr-ai-assistants (1), Amazon's Scrapped AI Recruiting Tool in hr-ai-assistants (1), America's Back Office, Inc. in peo-providers (1), American Century in 401k-providers (1), American Fidelity in hsa-and-fsa-administration (1), American Plan Administrators / Health Savings Administrators in hsa-and-fsa-administration (1), Anaplan Workforce Planning in compensation-management (1), Anthology (Blackboard LMS rebrand) in learning-management-systems (1), Anywhere in org-charts-and-org-design (1), Aon Hewitt PayNet in compensation-benchmarking-data (1), Aon Radford McLagan Compensation Database in compensation-benchmarking-data (1), Aon's Radford in compensation-benchmarking-data (1), Aon's vidAssess-AI in video-interviewing (1), Apache Airflow in workforce-scheduling (1), Applaud HR in hr-help-desk-and-case-management (1), Appraisd in performance-management (1), Arpedio in org-charts-and-org-design (1), Articulate 360 – Storyline / Rise in course-authoring-tools (1), Articulate Frontline in course-authoring-tools (1), Artisan AI in ai-recruiting-assistants (1), Arythmatic in learning-experience-platforms (1), Asana time tracking in time-and-attendance (1), Ascend in succession-planning (1), Ashio in whistleblowing-and-investigations (1), Aspect Workforce Management in workforce-management-suites (1), Aspect Workforce, now Alvaria Workforce in workforce-management-suites (1), AssessFirst in candidate-assessment (1), Assessment.com (MAPP, RoleMatch) in candidate-assessment (1), AssureHire in background-screening (1), Asyntai in hr-help-desk-and-case-management (1), Atlantic Training (Wave LMS) in compliance-training (1), Atlas Global Group in global-payroll-and-employer-of-record (1), AtlasFuse (by ClearPeople) in internal-communications-and-intranet (1), Atlassian Guard Standard in internal-communications-and-intranet (1), Atoss Software in workforce-management-suites (1), Avature Performance Management in performance-management (1), BCG's OrgVantage in org-charts-and-org-design (1), BKMS (now part of EQS Group) in whistleblowing-and-investigations (1), BMO Harris Retirement Services in 401k-providers (1), BackgroundChecker.com in staffing-agency-platforms (1), BairesDev in staffing-agency-platforms (1), Bamboo Solutions in performance-management (1), BambooHR EMS in employee-monitoring (1), Basic Confluence pages (without configuration) in course-authoring-tools (1), Basware in recruiting-crm-and-sourcing (1), Beamery Skills Platform in skills-intelligence (1), Beekeeper, now the LumApps Frontline Platform in frontline-employee-apps (1), Beeline Talent Marketplace in internal-talent-marketplace (1), Behavioral Health Resources in employee-wellbeing-and-mental-health (1), Benefit Resource (BRI), an Inspira solution in hsa-and-fsa-administration (1), Benefitfocus Benefitplace in benefits-administration (1), Benefitfocus One in benefits-administration (1), Benefitify in flexible-benefits-and-lifestyle-spending-accounts (1), Benetech in flexible-benefits-and-lifestyle-spending-accounts (1), Best Money Movement in financial-wellness-platforms (1), Bestwell in employee-wellbeing-and-mental-health (1), BetterUp for Individuals in coaching-platforms (1), BeyondTrust in employee-monitoring (1), BlackLine in performance-management (1), Blackbaud's YourCause CSR platform in employee-giving-and-volunteering (1), Blackboard Learn Classic in learning-management-systems (1), Blinkist in online-course-libraries (1), Bloomfire in course-authoring-tools (1), Bloomreach in employee-engagement-surveys (1), Bloomreach Engagement in employee-engagement-surveys (1), Blue Yonder WFM in frontline-employee-apps (1), Bolto in payroll-software (1), Bonterra Nonprofit Hub in employee-giving-and-volunteering (1), Bonterra Strategic Philanthropy / CyberGrants in employee-giving-and-volunteering (1), Bonterra — Deed and CyberGrants in employee-giving-and-volunteering (1), Brainier in learning-management-systems (1), Branch Solutions in recruitment-marketing-and-career-sites (1), Bridge It in earned-wage-access (1), Bridge LMS in learning-management-systems (1), Brightfield in talent-intelligence (1), Brighthouse in benefits-administration (1), Broadcom AutoSys in workforce-scheduling (1), Broadcom Control-M in workforce-scheduling (1), Built-In Analytics (Workday / Oracle) in people-analytics (1), Bullhorn for Enterprise in applicant-tracking-systems (1), Businessolver Benefitsolver in benefits-administration (1), CARV in staffing-agency-platforms (1), CCL Passport in online-course-libraries (1), CE VMS in staffing-agency-platforms (1), CEIPAL in staffing-agency-platforms (1), CXone in workforce-management-suites (1), Cal.com Organizations/Enterprise in interview-scheduling (1), Cala HQ in leave-and-absence-management (1), Calendly Recruiting in interview-scheduling (1), Capbridge in compensation-management (1), Captrust in 401k-providers (1), CaseIQ in whistleblowing-and-investigations (1), Caspio in internal-communications-and-intranet (1), Caveon CXM in compensation-benchmarking-data (1), Cegid in hris-and-hcm-platforms (1), Cegid HR in succession-planning (1), Ceipal (formerly Zoho Recruit) in staffing-agency-platforms (1), Center for Creative Leadership (CCL) Benchmarks in 360-feedback (1), CentricMinds in internal-communications-and-intranet (1), Ceridian Dayforce Absence Management in leave-and-absence-management (1), Ceridian Dayforce HCM in hr-help-desk-and-case-management (1), Ceridian Dayforce Time in time-and-attendance (1), Chard Snyder (WEX subsidiary) in hsa-and-fsa-administration (1), Charles Schwab Plan in 401k-providers (1), Checkbook Technologies in earned-wage-access (1), Checkr Trust in background-screening (1), Chronus mentoring software in mentoring-software (1), Cigna in employee-wellbeing-and-mental-health (1), Clara in interview-scheduling (1), Claromentis in internal-communications-and-intranet (1), ClearCompany Learning in learning-management-systems (1), ClearHealth in hsa-and-fsa-administration (1), CleverTap in employee-engagement-surveys (1), ClickUp AI in hr-ai-assistants (1), ClientFol.io in coaching-platforms (1), Clockwork in interview-scheduling (1), Cloud Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), CloudPay Pay On-Demand in earned-wage-access (1), Cloudability in compensation-benchmarking-data (1), CoachHub AIMY in coaching-platforms (1), Coachsma in coaching-platforms (1), CodeScreen in technical-hiring-assessments (1), CommonBond in financial-wellness-platforms (1), CompAnalyst from Salary.com in compensation-benchmarking-data (1), Compensation Tools in pay-equity (1), Compliance Educators, LLC / DOT Compliance Group, LLC in compliance-training (1), Compliance IQ in compliance-training (1), Compliance Wave in compliance-training (1), Compliance Works in hr-compliance-and-policy-management (1), ComplianceTrainingOnline.com in compliance-training (1), ComplianceWorkHR in hr-compliance-and-policy-management (1), ComplyLine in whistleblowing-and-investigations (1), Compright in recognition-and-rewards (1), Concrete CMS in internal-communications-and-intranet (1), Conduent in global-payroll-and-employer-of-record (1), Confluence Cloud in internal-communications-and-intranet (1), ConvergePoint Policy Management in hr-compliance-and-policy-management (1), Convergent by OneTrust in whistleblowing-and-investigations (1), Copilot Chat in hr-ai-assistants (1), Copilot Studio in hr-ai-assistants (1), Cority in compliance-training (1), CornerStone Staffing Solutions in staffing-agency-platforms (1), Cornerstone Career Development modules in mentoring-software (1), Cornerstone Content in online-course-libraries (1), Cornerstone Learn in learning-management-systems (1), Cornerstone OnDemand Performance & Learning in performance-management (1), Cornerstone OnDemand Succession Planning in succession-planning (1), Cornerstone Opportunity Marketplace in internal-talent-marketplace (1), Cornerstone Performance in performance-management (1), Cornerstone Recruiting in applicant-tracking-systems (1), Cornerstone Skills Engine in skills-intelligence (1), Cornerstone Talent Experience Platform (OnDemand) in succession-planning (1), Coupa Strategic Sourcing in recruiting-crm-and-sourcing (1), Create by Confirm (Elucidat) in course-authoring-tools (1), Crew Mobile App (by Square/Block) in frontline-employee-apps (1), Cron jobs in workforce-scheduling (1), Croner in compensation-benchmarking-data (1), Crosschq in talent-intelligence (1), Crossover's Worksmart in people-analytics (1), Culpepper's Global Compensation Surveys in compensation-benchmarking-data (1), Cultivate in 360-feedback (1), Culture Amp 360° Feedback in 360-feedback (1), Culture Amp Effectiveness 360 in 360-feedback (1), Custom-Built Intranets (e.g., from-scratch on basic CMS like WordPress or early PHP frameworks) in internal-communications-and-intranet (1), Cvent in employee-onboarding (1), CyberCheck in background-screening (1), DCI in pay-equity (1), DISA Global Solutions Inc. in background-screening (1), DIY survey tools in 360-feedback (1), Dagster in workforce-scheduling (1), DailyPay® in earned-wage-access (1), Darwin (Mercer) in flexible-benefits-and-lifestyle-spending-accounts (1), Darwinbox Talent Management in succession-planning (1), Datapeople in job-advertising-and-distribution (1), Dayforce (formerly Ceridian) Absence Management in leave-and-absence-management (1), Dayforce AI Assistant in hr-ai-assistants (1), Dayforce Absence Management in leave-and-absence-management (1), Dayforce People Analytics in people-analytics (1), Dayforce Talent Management / Succession Planning in succession-planning (1), Daylio in employee-wellbeing-and-mental-health (1), Decusoft Compose in compensation-management (1), Deel Anytime Pay in earned-wage-access (1), Deel Enterprise HR / Compliance in hr-compliance-and-policy-management (1), Dice Marketplace in recruitment-marketing-and-career-sites (1), Diligent Compliance and Ethics Training in compliance-training (1), Diligent One in hr-compliance-and-policy-management (1), Diligent SpeakUp in whistleblowing-and-investigations (1), Diligent Vault in whistleblowing-and-investigations (1), DirectEmployers Association in hr-compliance-and-policy-management (1), Directors of Compensation (DOC) Survey in compensation-benchmarking-data (1), Diversified Benefit Services (DBS) in hsa-and-fsa-administration (1), Docapoint in hr-compliance-and-policy-management (1), Docebo Content Library in online-course-libraries (1), Docebo Create in course-authoring-tools (1), Docebo Extended Enterprise in compliance-training (1), Documents365 in hr-compliance-and-policy-management (1), Domo in people-analytics (1), Drawinbox in workforce-scheduling (1), Driver iQ in background-screening (1), Dynamics 365 Finance & Operations (HCM) in hris-and-hcm-platforms (1), ECA International in compensation-benchmarking-data (1), ELG GROW in online-course-libraries (1), ELMO in compliance-training (1), EMP Trust HR in employee-onboarding (1), EMPTrust HR in employee-onboarding (1), EPM Enterprise Cloud in workforce-planning (1), ERE (Employee Rewards Engine) in compensation-management (1), ESC Choice, Inc. in peo-providers (1), EUCS Integrity Line in whistleblowing-and-investigations (1), EVERFI Workplace Training in compliance-training (1), EZRA by LHH, Adecco Group in coaching-platforms (1), EarnIn Payroll in earned-wage-access (1), EarthShare in employee-giving-and-volunteering (1), Edmingle in compliance-training (1), EdrawMax in org-charts-and-org-design (1), EdrawMind in org-charts-and-org-design (1), Edureka in online-course-libraries (1), Eightfold AI Succession Planning in succession-planning (1), Eightfold Workforce Planning in workforce-planning (1), Eightfold mobility in internal-talent-marketplace (1), Element in frontline-employee-apps (1), Elker in whistleblowing-and-investigations (1), Elucidat Author in course-authoring-tools (1), EmpCloud in employee-monitoring (1), Employee Central Service Center in hr-help-desk-and-case-management (1), Employee Directory 365 in org-charts-and-org-design (1), Empsight in compensation-benchmarking-data (1), Empsight International in compensation-benchmarking-data (1), Empsight's Compensation & Pay Practices Surveys in compensation-benchmarking-data (1), Empyrean Benefits Administration in flexible-benefits-and-lifestyle-spending-accounts (1), Energage in employee-engagement-surveys (1), Enroll in flexible-benefits-and-lifestyle-spending-accounts (1), Eqip in contingent-workforce-management (1), Equidi in pay-equity (1), Equilar Executive Compensation in compensation-benchmarking-data (1), EquityList in compensation-management (1), Essentials / G2 enterprise listing in pay-equity (1), Ethico Hotline & Case Management in whistleblowing-and-investigations (1), ExactHire (OnboardCentric) in employee-onboarding (1), Express Online Training in compliance-training (1), Facts on Demand in background-screening (1), Falen in goals-and-okrs (1), Fastr.ai in ai-recruiting-assistants (1), Fidelity Investments HSA in hsa-and-fsa-administration (1), Fidelity Investments Institutional in 401k-providers (1), Fidelity Investments Institutional Services in 401k-providers (1), Fidelity NetBenefits in hsa-and-fsa-administration (1), FieldNation (by Skilable) in contingent-workforce-management (1), Fifr in financial-wellness-platforms (1), Fireflies.ai in hr-ai-assistants (1), First Advantage Background Services Corp. in background-screening (1), Flentis in contingent-workforce-management (1), Flex Surveys in employee-engagement-surveys (1), FlexBenefits in flexible-benefits-and-lifestyle-spending-accounts (1), Flexe in flexible-benefits-and-lifestyle-spending-accounts (1), Flexible 360 by Echospan in 360-feedback (1), Flores Benefits Administration in hsa-and-fsa-administration (1), Forrester Research in compensation-benchmarking-data (1), Freshservice HR Service Management in hr-help-desk-and-case-management (1), Freshservice for HR / business teams in hr-help-desk-and-case-management (1), Fuel50 Talent Intelligence Platform in talent-intelligence (1), Function Health in hsa-and-fsa-administration (1), Fuse in learning-experience-platforms (1), Future Leaders in succession-planning (1), G-P Globalization Partners in hr-compliance-and-policy-management (1), G2's Pay Equity Suite in pay-equity (1), GIS in background-screening (1), Gallup Q12 in employee-engagement-surveys (1), Garnett Pay in pay-equity (1), Gartner (formerly CEB) Total Rewards Leadership Council in compensation-benchmarking-data (1), Gem ATS in staffing-agency-platforms (1), Gemini APIs in ai-recruiting-assistants (1), Genesys Cloud CX in employee-engagement-surveys (1), Genesys Cloud WFM in workforce-management-suites (1), GeoLearning in learning-management-systems (1), Geometric Results, Inc. (GRI) in staffing-agency-platforms (1), Gigged AI in internal-talent-marketplace (1), GitLab CI/CD in workforce-scheduling (1), Glassdoor-style employee-reported tools in compensation-benchmarking-data (1), Gloat Loomra Agentic HR Platform in hr-ai-assistants (1), Global Help in employee-wellbeing-and-mental-health (1), Globalee in employee-giving-and-volunteering (1), Gloforces in skills-intelligence (1), GoFundMe in employee-giving-and-volunteering (1), GoFundMe Corporate in employee-giving-and-volunteering (1), Golden State Employment Corp. in peo-providers (1), GoodRx in employee-wellbeing-and-mental-health (1), Google Ads in job-advertising-and-distribution (1), Google Calendar appointment schedules in interview-scheduling (1), Google Workspace Appointment Scheduling in interview-scheduling (1), Gopuff in contingent-workforce-management (1), Granola in hr-ai-assistants (1), Graphite in internal-talent-marketplace (1), Green Dot in earned-wage-access (1), Greenhouse Software in applicant-tracking-systems (1), Grosspay (formerly GPG) in global-payroll-and-employer-of-record (1), Guidant Global in contingent-workforce-management (1), Guide CX in employee-onboarding (1), Guideflow Blog in whistleblowing-and-investigations (1), G‑P (Global‑Peo) in global-payroll-and-employer-of-record (1), HCM Managed Services in peo-providers (1), HDE Inc. / Basic Spreadsheet-Based Solutions in payroll-software (1), HIREZONE.ai in skills-intelligence (1), HR Platforms (e.g., Workday, UKG) in org-charts-and-org-design (1), HR University in compliance-training (1), HRC Total Solutions in hsa-and-fsa-administration (1), HRDataHub in compensation-management (1), HRSoft PAYview in pay-equity (1), Handbook in hr-compliance-and-policy-management (1), Health & Safety Council in background-screening (1), Health and Safety Council in background-screening (1), HealthEquity Inc. in hsa-and-fsa-administration (1), HealthVault in hsa-and-fsa-administration (1), Herd Security in compliance-training (1), Heretto in course-authoring-tools (1), Heroify in candidate-assessment (1), HiBob Analytics in people-analytics (1), HighQ in skills-intelligence (1), Hippo Metrics in people-analytics (1), HireNest in candidate-assessment (1), HireSafe in background-screening (1), HireScore in candidate-assessment (1), HireVue's Video Interviewing in ai-recruiting-assistants (1), HubSpot Marketing Hub in employee-engagement-surveys (1), HumanEdge in staffing-agency-platforms (1), Humata in hr-ai-assistants (1), Hummu in hris-and-hcm-platforms (1), Hyre in workforce-scheduling (1), IBM Cognos in workforce-planning (1), IBM Kenexa in applicant-tracking-systems (1), IBM TWS (Tivoli Workload Scheduler) in workforce-scheduling (1), IBM Watson Talent in talent-intelligence (1), ID.me in background-screening (1), IDC Global in compensation-benchmarking-data (1), IDIQ in financial-wellness-platforms (1), IFS in frontline-employee-apps (1), ILIAS in learning-management-systems (1), INS Global in peo-providers (1), IQN in contingent-workforce-management (1), IQNav in contingent-workforce-management (1), ISG ProBenchmark in compensation-benchmarking-data (1), Immediate, rapid! in earned-wage-access (1), InCruiter IncVid in video-interviewing (1), Indeed for Business in job-advertising-and-distribution (1), Info-Tech Research Group / ISB (IT Sourcing & Benchmarking) in compensation-benchmarking-data (1), Infor CloudSuite in workforce-management-suites (1), Infor CloudSuite WFM in workforce-management-suites (1), Infor HCM in hris-and-hcm-platforms (1), Insider One in employee-engagement-surveys (1), Inspera in candidate-assessment (1), Insperity HRScale in peo-providers (1), Insperity HRScale / HR360 in peo-providers (1), Inspired eLearning in compliance-training (1), Instaffo in recruitment-marketing-and-career-sites (1), Integreon in whistleblowing-and-investigations (1), IntegrityLine by Deloitte in whistleblowing-and-investigations (1), Interact Intranet in internal-communications-and-intranet (1), Interswitch in goals-and-okrs (1), InterviewStream (by ManpowerGroup/Verloopio) or Verloopio in video-interviewing (1), Intro.co in mentoring-software (1), Introhive in org-charts-and-org-design (1), InvestCloud Pink in financial-wellness-platforms (1), Ivanti HR Service Management in hr-help-desk-and-case-management (1), J. J. Keller Training in compliance-training (1), J.P. Morgan Retirement Link in 401k-providers (1), Jenkins (managed by CloudBees) in workforce-scheduling (1), Jira HR Add-Ons in hr-help-desk-and-case-management (1), Jira Service Management for HR in hr-help-desk-and-case-management (1), JobBoard.io in recruitment-marketing-and-career-sites (1), JobGet in job-advertising-and-distribution (1), Jobcase in job-advertising-and-distribution (1), Jobing in job-advertising-and-distribution (1), Jobvite Recruitment Marketing in job-advertising-and-distribution (1), Jora in job-advertising-and-distribution (1), KMI LMS in learning-management-systems (1), KORE1 in ai-recruiting-assistants (1), Kahuna Workforce Solutions in skills-intelligence (1), Kallidus Learn in skills-intelligence (1), Kallidus Sapling in employee-onboarding (1), Kallidus Talent Management in succession-planning (1), Kamran Staffing in staffing-agency-platforms (1), Kandio in candidate-assessment (1), Kenexa/IBM BrassRing in applicant-tracking-systems (1), Kforce in staffing-agency-platforms (1), Kforce/eSkill in candidate-assessment (1), Kinfolk for HR in hr-ai-assistants (1), Kingdee in hris-and-hcm-platforms (1), Kintera in employee-giving-and-volunteering (1), KnowledgeCity in online-course-libraries (1), Koala in course-authoring-tools (1), Korn Ferry Global Salary Survey in compensation-benchmarking-data (1), Korn Ferry Pay's Compensation Surveys in compensation-benchmarking-data (1), Kriya Stack in compliance-training (1), Kroll in contingent-workforce-management (1), Kumolu in mentoring-software (1), LAK Group in coaching-platforms (1), LAMDA Learning in mentoring-software (1), Lathem PayClock Online Enterprise in time-and-attendance (1), Lattice Compensation planning in compensation-management (1), Lattice Engagement in employee-engagement-surveys (1), LeanData (with BookIt) in workforce-scheduling (1), Learn Enterprise in online-course-libraries (1), Learn365 in learning-experience-platforms (1), LeavePlan in leave-and-absence-management (1), LeaveWise in leave-and-absence-management (1), Ledgy in compensation-management (1), Leena AI WorkLM / AI Colleagues in hr-ai-assistants (1), Leesman Index in compensation-benchmarking-data (1), LeetCode for Business in technical-hiring-assessments (1), Legacy On-Premise Systems (e.g., Older Kronos relics pre-UKG merger, ADP Time Savvy basic editions) in time-and-attendance (1), Legacy SAP ERP HCM in hris-and-hcm-platforms (1), Legion Technologies in workforce-scheduling (1), Leoforce in recruiting-crm-and-sourcing (1), Lever By Employ in ai-recruiting-assistants (1), Leverage OKR in goals-and-okrs (1), LexisNexis HR Smart in background-screening (1), Liberwin’s Future-Of-Work platform (Liberwin) in internal-talent-marketplace (1), Liferay DXP in internal-communications-and-intranet (1), Lifted in global-payroll-and-employer-of-record (1), Lifted [formerly Upwork Enterprise] in staffing-agency-platforms (1), Lighthouse Services in whistleblowing-and-investigations (1), Lighthouse Services / Lighthouse Group in whistleblowing-and-investigations (1), Limeade Listening in employee-engagement-surveys (1), LinkedIn Glint in employee-engagement-surveys (1), LinkedIn Salary in compensation-management (1), LinkedIn Talent Insights enterprise tier in skills-intelligence (1), Links International in earned-wage-access (1), Linum Link in hsa-and-fsa-administration (1), Litmos content libraries in online-course-libraries (1), Littler ComplianceHR in hr-compliance-and-policy-management (1), LivePerson in employee-engagement-surveys (1), Lucca in hr-help-desk-and-case-management (1), Lumen in flexible-benefits-and-lifestyle-spending-accounts (1), Lumus360 in 360-feedback (1), Lunchtime (formerly Lunchbox) in employee-wellbeing-and-mental-health (1), Lyric in hris-and-hcm-platforms (1), M-Software in internal-communications-and-intranet (1), MEDDPICC Academy in online-course-libraries (1), Magellan Health in employee-wellbeing-and-mental-health (1), Manulife in flexible-benefits-and-lifestyle-spending-accounts (1), Markdown in course-authoring-tools (1), Marlin in background-screening (1), McKinsey BCG in compensation-benchmarking-data (1), McLagan in compensation-management (1), Mekari Talenta in payroll-software (1), Mendable in mentoring-software (1), Mendix in workforce-planning (1), Mercer TRS in compensation-benchmarking-data (1), Mercer’s self-service MarketPricer in compensation-benchmarking-data (1), Metaview Sourcing in recruiting-crm-and-sourcing (1), Micro Focus AutoSys in workforce-scheduling (1), Microsoft 365 with SharePoint in internal-communications-and-intranet (1), Microsoft Azure Logic Apps in workforce-scheduling (1), Microsoft Copilot for HR use cases in hr-ai-assistants (1), Microsoft Dynamics 365 Customer Insights in employee-engagement-surveys (1), Microsoft Employee Self-Service Agent in hr-ai-assistants (1), Microsoft Entra Lifecycle Workflows in employee-onboarding (1), Microsoft Excel in compensation-management (1), Microsoft Excel in goals-and-okrs (1), Microsoft Excel in org-charts-and-org-design (1), Microsoft Exchange in workforce-scheduling (1), Microsoft Frontline Worker/Cloud for Frontline Workers in frontline-employee-apps (1), Microsoft Power Apps in performance-management (1), Microsoft Power Automate in interview-scheduling (1), Microsoft Purview Insider Risk Management in employee-monitoring (1), Microsoft Shifts in workforce-scheduling (1), Microsoft Teams with Microsoft 365 F1 in frontline-employee-apps (1), Microsoft Viva Career Hub in internal-talent-marketplace (1), Microsoft Viva Employee Experience Manager in recognition-and-rewards (1), Mimeo in compliance-training (1), Minu in earned-wage-access (1), Modern Team in employee-wellbeing-and-mental-health (1), Monday.com HR Help Desk in hr-help-desk-and-case-management (1), Monster Connect in job-advertising-and-distribution (1), Moody's in background-screening (1), Moody's Analytics in compensation-benchmarking-data (1), My Learning Hub in learning-experience-platforms (1), MyMentor Insights in 360-feedback (1), NAVEX Global – NAVEX One in compliance-training (1), NAVEX One Policy & Procedure Management in hr-compliance-and-policy-management (1), NAVEX Whistleblowing & Case Management in whistleblowing-and-investigations (1), NICE CXone Workforce Management in workforce-management-suites (1), Nakisa Org Chart in org-charts-and-org-design (1), Nakisa OrgDesign in org-charts-and-org-design (1), Nationwide Financial in 401k-providers (1), Native Modules (Workday, SAP SuccessFactors, UKG) in org-charts-and-org-design (1), Navia Benefit Solutions, Inc. in hsa-and-fsa-administration (1), Navigate Wellbeing Solutions in financial-wellness-platforms (1), Navigos Group in succession-planning (1), NetSuite OneWorld (HR) in hris-and-hcm-platforms (1), NetSuite SuitePeople in hr-compliance-and-policy-management (1), Neurobrain / Nestor in skills-intelligence (1), Newport Group in 401k-providers (1), Ninjahire in interview-scheduling (1), Noon.ai in recruiting-crm-and-sourcing (1), Now Assist for HR Service Delivery in hr-ai-assistants (1), Now Assist for HRSD in hr-ai-assistants (1), Nucleus Research in compensation-benchmarking-data (1), O'Reilly for Organizations in online-course-libraries (1), OC Tanner Culture Cloud in recognition-and-rewards (1), OKR Software Tools in goals-and-okrs (1), OKR.vc in goals-and-okrs (1), ORO Labs in recruiting-crm-and-sourcing (1), OTRS in whistleblowing-and-investigations (1), October Three in 401k-providers (1), Okta Workflows in employee-onboarding (1), Older SAP ECC HR Modules in hr-help-desk-and-case-management (1), Oleeo in applicant-tracking-systems (1), Olive in hsa-and-fsa-administration (1), Olive in recruiting-crm-and-sourcing (1), Omni-Organizer in org-charts-and-org-design (1), OnBrand in job-advertising-and-distribution (1), OneTrust Convercent (Helpline & Case Manager) in whistleblowing-and-investigations (1), OneTrust Speak-Up Culture Assurance in whistleblowing-and-investigations (1), Onspring in hr-compliance-and-policy-management (1), Onvoi Business Solutions in peo-providers (1), OpenTalent in internal-talent-marketplace (1), OpenText in internal-communications-and-intranet (1), Operately in goals-and-okrs (1), Opportunity Marketplace in internal-talent-marketplace (1), Oracle AI for Fusion Cloud HCM in hr-ai-assistants (1), Oracle Benefits in benefits-administration (1), Oracle Cloud HCM Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Oracle Cloud HCM Performance Management in performance-management (1), Oracle Cloud HCM Succession Planning in succession-planning (1), Oracle Cloud HCM Workforce Modeling in workforce-planning (1), Oracle Cloud Time & Labor in workforce-management-suites (1), Oracle Content Management (OCM) in course-authoring-tools (1), Oracle Digital Assistant in hr-ai-assistants (1), Oracle Dynamic Skills in skills-intelligence (1), Oracle Fusion Cloud in workforce-scheduling (1), Oracle Fusion Cloud HCM Absence Management in leave-and-absence-management (1), Oracle Fusion Cloud HCM Benefits in benefits-administration (1), Oracle Fusion Cloud HCM Payroll in payroll-software (1), Oracle Fusion Cloud HCM Performance in performance-management (1), Oracle Fusion Cloud HCM Succession in succession-planning (1), Oracle Fusion Cloud HCM – Enterprise Onboarding in employee-onboarding (1), Oracle Fusion Cloud HCM – Oracle Global Payroll in payroll-software (1), Oracle Fusion Cloud HCM – Workforce Rewards in compensation-management (1), Oracle Fusion Cloud Learning in learning-management-systems (1), Oracle Fusion Cloud Performance Management in performance-management (1), Oracle Fusion Cloud Recruiting in applicant-tracking-systems (1), Oracle Fusion Cloud Talent Management in succession-planning (1), Oracle Fusion Cloud Workforce Planning / Oracle Workforce Modeling in workforce-planning (1), Oracle Fusion EPM Workforce Planning in workforce-planning (1), Oracle Global HR Cloud in hris-and-hcm-platforms (1), Oracle HCM Cloud Compensation in compensation-management (1), Oracle HCM Cloud HR Help Desk in hr-help-desk-and-case-management (1), Oracle HCM Cloud Onboarding in employee-onboarding (1), Oracle HCM Performance Modules in performance-management (1), Oracle HCM Talent Management in succession-planning (1), Oracle HCM's performance module in performance-management (1), Oracle Opportunity Marketplace in internal-talent-marketplace (1), Oracle Payroll Cloud in payroll-software (1), Oracle Procurement Cloud in recruiting-crm-and-sourcing (1), Oracle Sales Performance Management in compensation-management (1), Oracle Talent Review and Succession Management in succession-planning (1), Oracle Taleo Cloud in applicant-tracking-systems (1), Oracle Taleo Enterprise Edition (TEE) in applicant-tracking-systems (1), Oracle Taleo Performance in performance-management (1), Oracle WebCenter in internal-communications-and-intranet (1), Oracle Workforce Rewards Cloud in compensation-management (1), Oracle talent/skills capabilities in skills-intelligence (1), Oracle’s discontinued Strategic Workforce Planning Cloud Service (SWPCS) in workforce-planning (1), OrangeTree in background-screening (1), Orbiq in pay-equity (1), Orgimi / Organimi in org-charts-and-org-design (1), Origin Financial in financial-wellness-platforms (1), OutSystems in workforce-planning (1), Outlook booking in interview-scheduling (1), O’Reilly Learning in online-course-libraries (1), PMaps in ai-recruiting-assistants (1), PNC Financial Wellness Solutions in financial-wellness-platforms (1), Panoramic Feedback in 360-feedback (1), Paradox for Workday Recruiting in interview-scheduling (1), Paradox with Olivia in ai-recruiting-assistants (1), Parim in workforce-scheduling (1), Patreon in employee-giving-and-volunteering (1), PayParity with R.O.S.A. in pay-equity (1), Payactiv® in earned-wage-access (1), Paychex Retirement Services in 401k-providers (1), Paycom Scheduling in workforce-scheduling (1), Payscale - Compensation Intelligence in compensation-benchmarking-data (1), Payscale CompAnalyst / Payscale Ascent in compensation-management (1), Payscale Intelligence Cloud in pay-equity (1), Payscale – Ascent in pay-equity (1), Pearson Talent Planning in skills-intelligence (1), Pearson VUE ExamDeveloper in candidate-assessment (1), Pension Dynamics in financial-wellness-platforms (1), People360 in mentoring-software (1), PeopleFluent Compensation in compensation-management (1), PeopleSoft Recruiting in applicant-tracking-systems (1), Peoplelytics in employee-engagement-surveys (1), Peppy in employee-wellbeing-and-mental-health (1), Personal WeChat in employee-engagement-surveys (1), Phenom Talent Cloud in recruiting-crm-and-sourcing (1), PhireHire in succession-planning (1), Pickcel in frontline-employee-apps (1), Piktochart in org-charts-and-org-design (1), Pin Business Plan in recruiting-crm-and-sourcing (1), Pixid in contingent-workforce-management (1), Planning Workforce module in workforce-planning (1), Plethora by Insive in online-course-libraries (1), Plumsail Org Chart 365 in org-charts-and-org-design (1), PolicyCo in compliance-training (1), Polonious in whistleblowing-and-investigations (1), Pontoon in contingent-workforce-management (1), PowerPoint org charts in succession-planning (1), PreCheck in background-screening (1), Predictable Benefits™ in benefits-administration (1), Presynct in whistleblowing-and-investigations (1), Prevue in candidate-assessment (1), ProComp in compensation-management (1), ProFinda in internal-talent-marketplace (1), ProKure in internal-talent-marketplace (1), Procyon in contingent-workforce-management (1), Prodigy in internal-communications-and-intranet (1), Proofpoint in compliance-training (1), Prophix One in performance-management (1), Prospeo in online-course-libraries (1), Provia in workforce-planning (1), Pulpstream in leave-and-absence-management (1), Pymetrics Talent Marketplace in internal-talent-marketplace (1), Qlik Sense in people-analytics (1), Qualified.io in technical-hiring-assessments (1), Qualtrics Employee XM (XM Platform) in 360-feedback (1), Quantive Gtmhub in goals-and-okrs (1), Quantive StrategyAI (formerly WorkBoard) in goals-and-okrs (1), Radancy Talent Acquisition Cloud in job-advertising-and-distribution (1), Radford (Aon) - McLagan Compensation Database in compensation-benchmarking-data (1), Radford (Aon) Global Technology Survey in compensation-benchmarking-data (1), Raindrop in recruiting-crm-and-sourcing (1), Ramco/Darwinbox in payroll-software (1), Randstad Workforce Solutions in peo-providers (1), RansomLeak in online-course-libraries (1), RedFlag Reporting in whistleblowing-and-investigations (1), Redwood in workforce-scheduling (1), Reed Screening in background-screening (1), Replicon TimeAttend in time-and-attendance (1), Resolver Whistleblower in whistleblowing-and-investigations (1), Revenue.io in coaching-platforms (1), Reward Gateway | Edenred in recognition-and-rewards (1), Rewordin in recognition-and-rewards (1), Reworks in performance-management (1), RippleHire in applicant-tracking-systems (1), Rippling Flex Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Risk Paycom in peo-providers (1), RiskCloud in background-screening (1), S&P Global in compensation-benchmarking-data (1), SAP APO/IBP in workforce-scheduling (1), SAP Analytics Cloud (SAC) for planning in workforce-planning (1), SAP Analytics Cloud for Planning in performance-management (1), SAP Ariba Sourcing in recruiting-crm-and-sourcing (1), SAP Ariba Supplier Network in staffing-agency-platforms (1), SAP BPC in workforce-planning (1), SAP Commissions in compensation-management (1), SAP ECC HR in hr-help-desk-and-case-management (1), SAP ERP HCM in hris-and-hcm-platforms (1), SAP ERP HCM Enterprise Compensation Management in compensation-management (1), SAP Fieldglass Contingent Workforce Management in contingent-workforce-management (1), SAP HR onboarding in employee-onboarding (1), SAP Incentive Management in compensation-management (1), SAP Joule agents in hr-ai-assistants (1), SAP Learning Cloud in learning-management-systems (1), SAP SuccessFactors Absence & Leave Management in leave-and-absence-management (1), SAP SuccessFactors Candidate Apply in recruitment-marketing-and-career-sites (1), SAP SuccessFactors Career Site Builder in recruitment-marketing-and-career-sites (1), SAP SuccessFactors Leave Management in leave-and-absence-management (1), SAP SuccessFactors Mentoring in mentoring-software (1), SAP SuccessFactors Payroll in payroll-software (1), SAP SuccessFactors Perform and Reward in compensation-management (1), SAP SuccessFactors Performance Management in performance-management (1), SAP SuccessFactors Performance and Goals in performance-management (1), SAP SuccessFactors Talent Acquisition in applicant-tracking-systems (1), SAP SuccessFactors Talent Management in skills-intelligence (1), SAP SuccessFactors Time in workforce-management-suites (1), SAP SuccessFactors Total Rewards Management in compensation-management (1), SAP SuccessFactors Workforce Scheduling in workforce-scheduling (1), SAP SuccessFactors' People Insights in people-analytics (1), SAP Succession in succession-planning (1), SAP Time and Attendance in time-and-attendance (1), SAP skills frameworks / talent intelligence features in skills-intelligence (1), SAS Viya in performance-management (1), SCORM License Manager by LearnKey in compliance-training (1), SHL Talent Assessments in candidate-assessment (1), SHL TalentCentral in candidate-assessment (1), SHRM's Employee Benefits Survey in compensation-benchmarking-data (1), Safeguard Global Services (GTS) in global-payroll-and-employer-of-record (1), Sailpoint in employee-onboarding (1), Salary.com - CompAnalyst in compensation-benchmarking-data (1), Salarys.ai in compensation-benchmarking-data (1), Salesforce Customer 360 in employee-engagement-surveys (1), Salesforce Customer 360 Einstein in employee-engagement-surveys (1), Salesforce Field Service in frontline-employee-apps (1), Salesforce Recruiting in applicant-tracking-systems (1), Salesforce Revenue Cloud in compensation-management (1), Salesforce Sales Cloud in staffing-agency-platforms (1), Salesforce's AI Agents for Employees in hr-ai-assistants (1), Salesforce.org Philanthropy Cloud in employee-giving-and-volunteering (1), SambaSafety in background-screening (1), Sana from Workday in hr-ai-assistants (1), Savvy in global-payroll-and-employer-of-record (1), Schedly in workforce-scheduling (1), Scout in recruiting-crm-and-sourcing (1), Scout RFP (Workday Strategic Sourcing) in recruiting-crm-and-sourcing (1), ScreenFlow in course-authoring-tools (1), SecureSheet in compensation-management (1), Securiti in whistleblowing-and-investigations (1), Sedgwick in leave-and-absence-management (1), Serra in ai-recruiting-assistants (1), Service Cloud in hr-help-desk-and-case-management (1), ServiceNow Employee Center in internal-communications-and-intranet (1), ServiceNow Employee Center + Now Assist in hr-ai-assistants (1), ServiceNow Employee Centre in internal-communications-and-intranet (1), ServiceNow EmployeeWorks, powered by Moveworks in hr-ai-assistants (1), ServiceNow FSM in frontline-employee-apps (1), ServiceNow HR in hr-ai-assistants (1), ServiceNow HR Foundation in hr-ai-assistants (1), ServiceNow HR Service Delivery with its AI assistant in hr-ai-assistants (1), ServiceNow Now Assist / Moveworks in hr-ai-assistants (1), ServiceNow Otto in hr-ai-assistants (1), SharePoint Classic in internal-communications-and-intranet (1), SharePoint Smart Org Chart in org-charts-and-org-design (1), SharePoint on-premises (pre-2019) in internal-communications-and-intranet (1), Sheets in workforce-scheduling (1), ShiftForce ShiftNote +Scheduler in workforce-scheduling (1), Shortlister in hsa-and-fsa-administration (1), Siemens Opcenter in workforce-scheduling (1), Sigmund in candidate-assessment (1), SigmundTest / Sigmund in candidate-assessment (1), Sinch in employee-engagement-surveys (1), Sisense in people-analytics (1), Sitecore in course-authoring-tools (1), SkillSurvey in candidate-assessment (1), Skillcraft in skills-intelligence (1), Skillrobo in candidate-assessment (1), SkillsFirst in skills-intelligence (1), Skillsoft's Percipio in online-course-libraries (1), Skilltype in skills-intelligence (1), Skillvee in skills-intelligence (1), Slack Free Tier in employee-engagement-surveys (1), Small Improvements Grow in 360-feedback (1), Smarp in internal-communications-and-intranet (1), SmartDave in financial-wellness-platforms (1), SmartFast Background Checks in background-screening (1), Sneek/Tandem in employee-monitoring (1), Sourcifi in job-advertising-and-distribution (1), Spark Hire Recruit Enterprise in video-interviewing (1), Speak Up in whistleblowing-and-investigations (1), Spire Consulting (Xactly) in compensation-benchmarking-data (1), SpyFone in employee-monitoring (1), Spyrix in employee-monitoring (1), Staffingtec in contingent-workforce-management (1), Standard Performance Evaluation Corporation, SPEC in compensation-benchmarking-data (1), Starmind in course-authoring-tools (1), Sterling National Background Screening Services in background-screening (1), Stifel in 401k-providers (1), Stonebranch Universal Automation Center in workforce-scheduling (1), Stormpath in compensation-benchmarking-data (1), Storyline Editor in course-authoring-tools (1), SuccessFactors Onboarding in employee-onboarding (1), SuccessFactors Opportunity Marketplace in internal-talent-marketplace (1), Succession+ in succession-planning (1), Sumday in financial-wellness-platforms (1), Sun Life in flexible-benefits-and-lifestyle-spending-accounts (1), Supademo in employee-onboarding (1), Surroundly in hr-compliance-and-policy-management (1), SutiHR in leave-and-absence-management (1), Syndio – PayEQ in pay-equity (1), Sysarbs in pay-equity (1), T. Rowe Price Enterprise Choice in 401k-providers (1), T. Rowe Price Retirement Plan Services in 401k-providers (1), TAO® in candidate-assessment (1), TCP Humanity Scheduling in workforce-scheduling (1), TOP500 list in compensation-benchmarking-data (1), TRC Staffing Services (TRC Talent Solutions) in staffing-agency-platforms (1), TSIA in compensation-benchmarking-data (1), Talent Board in candidate-assessment (1), TalentLMS AI Coach in coaching-platforms (1), TalentLMS TalentLibrary in online-course-libraries (1), TalentLaunch in talent-intelligence (1), TalentOwl in skills-intelligence (1), Talenteria in recruitment-marketing-and-career-sites (1), Taleo Cloud Classic in applicant-tracking-systems (1), Talogy Caliper in candidate-assessment (1), Talos Perform in performance-management (1), Tanner (Culture Cloud) in recognition-and-rewards (1), Tanner’s Culture Cloud™ in recognition-and-rewards (1), Teams Walkie Talkie in frontline-employee-apps (1), Teams for frontline workers in frontline-employee-apps (1), Teladoc in employee-wellbeing-and-mental-health (1), TemPositions in staffing-agency-platforms (1), Tend in staffing-agency-platforms (1), Tenstreet in staffing-agency-platforms (1), Tenthousandcoffees (10KC) in mentoring-software (1), TestGenius in candidate-assessment (1), Testgrid in candidate-assessment (1), The Happiness Index in employee-engagement-surveys (1), The Holiday Tracker in leave-and-absence-management (1), The P&A Group in hsa-and-fsa-administration (1), The Vanguard Group in 401k-providers (1), Thomson Reuters in compliance-training (1), Thrive Technology in candidate-assessment (1), ThriveMap in candidate-assessment (1), Tidal Workload Automation (Cisco) in workforce-scheduling (1), Time Is Ltd. (Org Chart Pro/Business) in org-charts-and-org-design (1), Time-Out Zone in leave-and-absence-management (1), TimeClock 365 – Attendance Pro in time-and-attendance (1), TimeClock Central in leave-and-absence-management (1), TimeWellScheduled in workforce-scheduling (1), Together Platform, from Absorb in mentoring-software (1), Torch.io in coaching-platforms (1), Total Administrative Services Corporation (TASC) in hsa-and-fsa-administration (1), Total Administrative Services Corporation – TASC in hsa-and-fsa-administration (1), Total Employment Solutions (TES) in peo-providers (1), TotalSource in peo-providers (1), Totara TXP in learning-management-systems (1), TrackForce in employee-monitoring (1), TrackForce in workforce-management-suites (1), Transaction Processing Performance Council, TPC in compensation-benchmarking-data (1), TriNet HR, formerly Zenefits in benefits-administration (1), TriNet PEO-linked payroll in payroll-software (1), TripAdvisor (via Ripple) in job-advertising-and-distribution (1), Trusaic – PayParity in pay-equity (1), TrustCloud in whistleblowing-and-investigations (1), TrySight (Enterprise Content Automation) in course-authoring-tools (1), Tulip in frontline-employee-apps (1), Turbin3 in compensation-benchmarking-data (1), Twilio Segment Engage in employee-engagement-surveys (1), UBS in 401k-providers (1), UKG (Ultimate Kronos Group) Products in time-and-attendance (1), UKG (Ultimate Kronos Group) – Specifically UKG Pro in workforce-management-suites (1), UKG (formerly Kronos) – Ready & Pro in time-and-attendance (1), UKG Pro Absence in leave-and-absence-management (1), UKG Pro Absence Management in leave-and-absence-management (1), UKG Pro Analytics in employee-monitoring (1), UKG Pro Compensation Management in compensation-management (1), UKG Pro People Analytics / Workforce Intelligence Hub in people-analytics (1), UKG Pro Suite (Ultimate Kronos Group) in workforce-management-suites (1), UKG Ready Time & Attendance in time-and-attendance (1), UKG Shiftboard in workforce-scheduling (1), UKG Talent Management / Succession in succession-planning (1), US Compliance Institute (Corporate Pass) in compliance-training (1), UStrive in coaching-platforms (1), Ubiquity Savings in 401k-providers (1), Unit4 in compensation-management (1), United Wealth Education (Financial Education Services, Inc.) in financial-wellness-platforms (1), UpGuard in background-screening (1), Upler in internal-talent-marketplace (1), Upscend in internal-talent-marketplace (1), VMware Carbon Black in employee-monitoring (1), VMware Workspace ONE in employee-onboarding (1), Vanguard Group (Institutional Investor Group) in 401k-providers (1), Vanguard Institutional in 401k-providers (1), Vanguard Institutional 401k in 401k-providers (1), Vanguard Retirement Plan Services in 401k-providers (1), Vanguard Retirement Services in 401k-providers (1), Varis in compensation-management (1), Vectrus in contingent-workforce-management (1), Vendr in recruitment-marketing-and-career-sites (1), Venminder in internal-talent-marketplace (1), Vensai in skills-intelligence (1), VerClock in employee-monitoring (1), Veriato Workforce Behavior Analytics in employee-monitoring (1), Verifone in hsa-and-fsa-administration (1), Verimark in background-screening (1), Verint Open Platform in workforce-management-suites (1), Verint Workforce Engagement and Optimization in workforce-management-suites (1), Verisource in contingent-workforce-management (1), Veritone Hire Job Distribution (formerly Broadbean) in job-advertising-and-distribution (1), Veritone Job Distribution (formerly Broadbean) in job-advertising-and-distribution (1), Viddle in whistleblowing-and-investigations (1), Vikk AI in hr-ai-assistants (1), Vimeo in internal-communications-and-intranet (1), Virgin Pulse, formerly Welltok Inc. in employee-wellbeing-and-mental-health (1), Vista Social in employee-engagement-surveys (1), VoucherCloud in leave-and-absence-management (1), Voya Investment Management in 401k-providers (1), WEX Benefit Solutions in 401k-providers (1), WEX Benefits Administration in hsa-and-fsa-administration (1), WEX Inc. in hsa-and-fsa-administration (1), WEX Inc. / WEX Health in hsa-and-fsa-administration (1), WEX-style systems in flexible-benefits-and-lifestyle-spending-accounts (1), WILL Interactive in compliance-training (1), WNS ActiveVMS in contingent-workforce-management (1), WP Engine in learning-management-systems (1), WTW Surveys in compensation-management (1), WTW salary surveys in compensation-benchmarking-data (1), Way Banq in financial-wellness-platforms (1), WeSpire/Deed in employee-giving-and-volunteering (1), WebTPA in benefits-administration (1), Webex Sites in internal-communications-and-intranet (1), Welcome in employee-onboarding (1), Wellhub formerly Gympass in employee-wellbeing-and-mental-health (1), WellnessVibes in employee-wellbeing-and-mental-health (1), WhatsApp Business-lite in employee-engagement-surveys (1), Whistle Willow in whistleblowing-and-investigations (1), Whistleblowing Software (formerly FaceUp) in whistleblowing-and-investigations (1), Whiteside in background-screening (1), WildApricot in employee-giving-and-volunteering (1), Willis Towers Watson (WTW) - Rewards Data Intelligence in compensation-benchmarking-data (1), Willis Towers Watson Global Compensation Survey in compensation-benchmarking-data (1), Willis Towers Watson Pay Equity & Transparency in pay-equity (1), Windows Task Scheduler in workforce-scheduling (1), Wingify (formerly Pymetrics or related AI tools) in internal-talent-marketplace (1), Wistia in internal-communications-and-intranet (1), Wolf in staffing-agency-platforms (1), Wolters Kluwer CCH Tagetik in performance-management (1), Wooqer in frontline-employee-apps (1), WordPress VIP in course-authoring-tools (1), WordPress plugins in course-authoring-tools (1), Work Shield in whistleblowing-and-investigations (1), WorkPerfect in contingent-workforce-management (1), Workana in staffing-agency-platforms (1), Workday "Advisor" & Support Center in hr-help-desk-and-case-management (1), Workday 360 Feedback in 360-feedback (1), Workday AI Scores in hr-ai-assistants (1), Workday Assessments in candidate-assessment (1), Workday Career Hub / Opportunity Marketplace in internal-talent-marketplace (1), Workday Fieldglass in staffing-agency-platforms (1), Workday Frontline Workforce Solutions in frontline-employee-apps (1), Workday Global Payroll Connect in global-payroll-and-employer-of-record (1), Workday HCM Onboarding in employee-onboarding (1), Workday HCM Succession Planning in succession-planning (1), Workday HCM native onboarding in employee-onboarding (1), Workday HCM with AI (Sana) in hr-ai-assistants (1), Workday HCM with Workforce Management in workforce-scheduling (1), Workday HCM – Absence Management in leave-and-absence-management (1), Workday HCM\u2019s built-in skills intelligence in skills-intelligence (1), Workday Human Capital Management (HCM) – Service Module in hr-help-desk-and-case-management (1), Workday Human Capital Management Benefits in benefits-administration (1), Workday LMS in learning-management-systems (1), Workday Mentorship in mentoring-software (1), Workday Onboarding Plans in employee-onboarding (1), Workday Org Model in org-charts-and-org-design (1), Workday Org Studio in org-charts-and-org-design (1), Workday Organization Management in org-charts-and-org-design (1), Workday P2P/T&E in recruiting-crm-and-sourcing (1), Workday Paradox in interview-scheduling (1), Workday Pay Transparency Analyzer in pay-equity (1), Workday Pay Transparency Analyzer, powered by Kainos in pay-equity (1), Workday Professional Services Automation in workforce-scheduling (1), Workday Sana AI Agents / Workday AI Agents in hr-ai-assistants (1), Workday Self-Service / HR Service Agent in hr-ai-assistants (1), Workday Service Delivery / HR service capabilities in hr-help-desk-and-case-management (1), Workday Strategic Sourcing in recruiting-crm-and-sourcing (1), Workday Support Center in hr-help-desk-and-case-management (1), Workday Time in time-and-attendance (1), Workday Workforce Analytics in employee-monitoring (1), Workday or SAP SuccessFactors modules in org-charts-and-org-design (1), Workday"s HR Service Agent / Sana in hr-ai-assistants (1), Workday's AI Screening in ai-recruiting-assistants (1), Workday's AI Screening Software in ai-recruiting-assistants (1), Workday's Native Performance Module in performance-management (1), Workday's Sana Self-Service Agent in hr-ai-assistants (1), Workday's native modules in recruiting-crm-and-sourcing (1), Workday’s AI-Powered Applicant Screening Tools in hr-ai-assistants (1), Workforce Dimensions in time-and-attendance (1), Workgrid in frontline-employee-apps (1), Workstars in recognition-and-rewards (1), Writesonic in course-authoring-tools (1), Xactly SPM in compensation-management (1), Xanalys in whistleblowing-and-investigations (1), Xurrent in hr-help-desk-and-case-management (1), Yahoo in frontline-employee-apps (1), Yonyou in hris-and-hcm-platforms (1), Your HCM's native analytics (Workday, SuccessFactors, Oracle) in people-analytics (1), Your existing HRIS in org-charts-and-org-design (1), YourCause (by Blackbaud) — CSRconnect in employee-giving-and-volunteering (1), ZEUS® Time and Attendance (by ISGUS) in time-and-attendance (1), Zebra in workforce-management-suites (1), Zebra Workcloud Enterprise Collaboration in frontline-employee-apps (1), Zenefits core in benefits-administration (1), Zensai in employee-onboarding (1), Zeroed-In Technologies in people-analytics (1), Zimyo HRMS Leave Management in leave-and-absence-management (1), Zincwork in background-screening (1), Zoom AI Companion in hr-ai-assistants (1), aINSIGHT in background-screening (1), backgroundcheck in background-screening (1), beqom – PayAnalytics in pay-equity (1), bswift Unlimited in benefits-administration (1), dominKnow|ONE in course-authoring-tools (1), e-Backgroundchecks in background-screening (1), factoHR in hr-compliance-and-policy-management (1), fo in job-advertising-and-distribution (1), iCIMS Candidate Experience Management (CXM) in recruitment-marketing-and-career-sites (1), iCIMS Career Sites in recruitment-marketing-and-career-sites (1), iCIMS Hire in ai-recruiting-assistants (1), iCIMS Leave Management in leave-and-absence-management (1), iCIMS Video Interviews in video-interviewing (1), iHasco in compliance-training (1), legacy SAP ECC versions in hr-help-desk-and-case-management (1), monday CRM in employee-engagement-surveys (1), monday.com's Agentnoon in workforce-planning (1), rapid! OnDemand in earned-wage-access (1), solvehire in video-interviewing (1), spott.io in staffing-agency-platforms (1), the Big Four in compensation-benchmarking-data (1), usecure in learning-management-systems (1)

Excluded by rule, 15 labels not scored:

FitGap (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Gitnux (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), People Managing People (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), ExpertInsights Top Compliance Solutions (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Gitnux (Enterprise Content Marketing Software) (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Select Software Reviews (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Wifitalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), World Metrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Worldmetrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), ZipDo (formerly ZipRecruiter) (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 2397 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Benevity in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (67), SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (52), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (46), Workday in hris-and-hcm-platforms read as Workday HCM (40), Workday in succession-planning read as Workday Succession Planning (31), Fidelity in 401k-providers read as Fidelity Advantage 401 (26), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (26), Empower in 401k-providers read as Empower Retirement (25), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (24), Workday in performance-management read as Workday HCM Performance Management (24), Workday in workforce-management-suites read as Workday Workforce Management (24), ADP in 401k-providers read as ADP Retirement Services (23), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (22), Workday in workforce-scheduling read as Workday Workforce Management (22), Boon in coaching-platforms read as Boon Health (21), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (20), Skillsoft in compliance-training read as Skillsoft Percipio (20), Workday HCM in hr-compliance-and-policy-management read as Workday (20), NAVEX One in compliance-training read as NAVEX (18), Oracle HCM Cloud in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (18), Qualtrics in 360-feedback read as Qualtrics 360 Development (18), WEX in hsa-and-fsa-administration read as WEX Benefits (18), Workday in compensation-management read as Workday Compensation (18), Fidelity in hsa-and-fsa-administration read as Fidelity HSA (17), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (17), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (16), TalentGuard in succession-planning read as TalentGuard Succession Planning (16), Verint in workforce-management-suites read as Verint Workforce Management (16), beqom in pay-equity read as beqom Pay Equity (16), NAVEX in whistleblowing-and-investigations read as NAVEX One (15), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (15), Workday in benefits-administration read as Workday HCM (15), Workday Payroll in payroll-software read as Workday (15), 15Five in employee-engagement-surveys read as 15Five Engage (14), Cascade in goals-and-okrs read as Cascade Strategy (14), PeopleFluent in succession-planning read as PeopleFluent Succession Management (14), SAP SuccessFactors in payroll-software read as SAP SuccessFactors Employee Central Payroll (14), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (14), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (14), HRSoft in compensation-management read as HRSoft Compensation Management (13), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (13), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (13), Workday Benefits in benefits-administration read as Workday HCM (13), Workday Performance in performance-management read as Workday HCM Performance Management (13), iCIMS in talent-intelligence read as iCIMS Talent Cloud (13), Accurate in background-screening read as Accurate Background (12), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (12), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (12), Workday HCM in employee-onboarding read as Workday (12), Cornerstone in learning-management-systems read as Cornerstone OnDemand (11), Eightfold in skills-intelligence read as Eightfold AI (11), Moodle Workplace in learning-management-systems read as Moodle (11), Trusaic in pay-equity read as Trusaic PayParity (11), Workday in applicant-tracking-systems read as Workday Recruiting (11), Workday in time-and-attendance read as Workday Time Tracking (11), Workday HCM in leave-and-absence-management read as Workday (11), Ceridian Dayforce in workforce-management-suites read as Dayforce (10), Eightfold in talent-intelligence read as Eightfold AI (10), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (10), Lattice in compensation-management read as Lattice Compensation (10), Oracle HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (10), Skillsoft in online-course-libraries read as Skillsoft Percipio (10), Ceridian Dayforce in payroll-software read as Dayforce (9), Eightfold in ai-recruiting-assistants read as Eightfold AI (9), Eightfold in internal-talent-marketplace read as Eightfold AI (9), McKinsey in compensation-benchmarking-data read as McKinsey & Company (9), Oyster HR in global-payroll-and-employer-of-record read as Oyster (9), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (9), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (9), Trusaic (PayParity) in pay-equity read as Trusaic PayParity (9), Workday HCM in succession-planning read as Workday Succession Planning (9), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (8), Absorb in learning-management-systems read as Absorb LMS (8), Igloo in internal-communications-and-intranet read as Igloo Software (8), Lightcast in skills-intelligence read as Lightcast Open Skills (8), MoneyLion in earned-wage-access read as MoneyLion – Instacash (8), NICE in workforce-management-suites read as NICE Workforce Management (8), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (8), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (8), Oracle HCM Cloud in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (8), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (8), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (8), Workday in ai-recruiting-assistants read as Workday Recruiting (8), Workday in internal-talent-marketplace read as Workday Talent Marketplace (8), Workday in people-analytics read as Workday People Analytics (8), Workday in skills-intelligence read as Workday Skills Cloud (8), Workday Performance Management in performance-management read as Workday HCM Performance Management (8), iCIMS in staffing-agency-platforms read as iCIMS Talent Cloud (8), Calabrio in workforce-management-suites read as Calabrio ONE (7), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (7), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (7), Criteria in candidate-assessment read as Criteria Corp (7), NAVEX One in hr-compliance-and-policy-management read as NAVEX PolicyTech (7), Oracle Cloud HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (7), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (7), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (7), Pluralsight in skills-intelligence read as Pluralsight Skills (7), SAP SuccessFactors in learning-experience-platforms read as SAP SuccessFactors Learning (7), Syndio PayEQ in pay-equity read as Syndio (7), UKG Pro in succession-planning read as UKG Pro Succession Planning (7), Workday in hr-ai-assistants read as Workday Illuminate (7), ADP in workforce-management-suites read as ADP Workforce Now (6), Ceridian Dayforce in hris-and-hcm-platforms read as Dayforce (6), Cornerstone in compliance-training read as Cornerstone OnDemand (6), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (6), Darwinbox in compensation-management read as Darwinbox Compensation Management (6), Deel in pay-equity read as Deel Compensation/Pay Equity (6), Eightfold in succession-planning read as Eightfold AI (6), Fidelity Investments in hsa-and-fsa-administration read as Fidelity HSA (6), Litmos in compliance-training read as SAP Litmos (6), Litmos in learning-management-systems read as SAP Litmos (6), Oracle HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (6), Oracle HCM Cloud in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (6), Oracle HCM Cloud in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (6), Oracle HCM Cloud in succession-planning read as Oracle Fusion Cloud HCM (6), Paychex in payroll-software read as Paychex Flex (6), SAP in workforce-management-suites read as SAP SuccessFactors (6), SAP SuccessFactors in learning-management-systems read as SAP SuccessFactors Learning (6), Salary.com in pay-equity read as Salary.com Pay Equity (6), Skillsoft (Percipio) in online-course-libraries read as Skillsoft Percipio (6), Workday in global-payroll-and-employer-of-record read as Workday Payroll (6), Workday in talent-intelligence read as Workday Skills Cloud (6), Workday HCM in payroll-software read as Workday (6), Workday HCM in performance-management read as Workday HCM Performance Management (6), ADP in benefits-administration read as ADP Workforce Now (5), ADP in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (5), ADP in peo-providers read as ADP TotalSource (5), ADP in time-and-attendance read as ADP Workforce Now (5), Alight in benefits-administration read as Alight Solutions (5), BambooHR in time-and-attendance read as BambooHR Time Tracking (5), Beqom in pay-equity read as beqom Pay Equity (5), Cornerstone in skills-intelligence read as Cornerstone OnDemand (5), Coursera in online-course-libraries read as Coursera for Business (5), Dayforce Workforce Management in workforce-management-suites read as Dayforce (5), Eightfold in recruitment-marketing-and-career-sites read as Eightfold AI (5), Infor in workforce-management-suites read as Infor Workforce Management (5), Ingentis in org-charts-and-org-design read as Ingentis org.manager (5), Legion in workforce-management-suites read as Legion WFM (5), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (5), Neocase in hr-help-desk-and-case-management read as Neocase HR (5), Oracle in compensation-management read as Oracle Fusion Cloud Compensation (5), Oracle in succession-planning read as Oracle Fusion Cloud HCM (5), Oracle in time-and-attendance read as Oracle Time and Labor (5), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (5), Payscale Ascent in pay-equity read as Payscale (5), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (5), SAP in workforce-planning read as SAP SuccessFactors Workforce Planning (5), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (5), ServiceNow in employee-onboarding read as ServiceNow HR Service Delivery (5), ServiceNow HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (5), Skillsoft (Percipio) in compliance-training read as Skillsoft Percipio (5), UKG in compensation-management read as UKG Pro Compensation (5), Workday in pay-equity read as Workday Pay Equity (5), Workday Adaptive in workforce-planning read as Workday Adaptive Planning (5), Workday HCM in pay-equity read as Workday Pay Equity (5), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (5), beqom PaySuite in compensation-management read as beqom (5), iCIMS in interview-scheduling read as iCIMS Talent Cloud (5), iCIMS Talent Cloud in recruiting-crm-and-sourcing read as iCIMS (5), ADP in workforce-planning read as ADP Workforce Now (4), Absorb in compliance-training read as Absorb LMS (4), Absorb in learning-experience-platforms read as Absorb LMS (4), Aon in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (4), Bain in compensation-benchmarking-data read as Bain & Company (4), Barley in pay-equity read as Workleap Compensation (4), Calm in employee-wellbeing-and-mental-health read as Calm Health (4), Ceridian Dayforce in time-and-attendance read as Dayforce (4), Ceridian Dayforce in workforce-scheduling read as Dayforce (4), Confluence in internal-communications-and-intranet read as Atlassian Confluence (4), Cornerstone in course-authoring-tools read as Cornerstone OnDemand (4), Coursera for Business in skills-intelligence read as Coursera (4), Deel Payroll in payroll-software read as Deel (4), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (4), Mercer in compensation-management read as Mercer IBE (4), NAVEX Global in whistleblowing-and-investigations read as NAVEX One (4), Navia in hsa-and-fsa-administration read as Navia Benefit Solutions (4), Oracle in payroll-software read as Oracle Fusion Cloud HCM (4), Oracle Compensation in compensation-management read as Oracle Fusion Cloud Compensation (4), Oracle HCM in compensation-management read as Oracle Fusion Cloud Compensation (4), Oracle HCM in payroll-software read as Oracle Fusion Cloud HCM (4), Oracle HCM Cloud in performance-management read as Oracle Fusion Cloud HCM (4), Oracle HCM Cloud in time-and-attendance read as Oracle Time and Labor (4), Pluralsight Skills in online-course-libraries read as Pluralsight (4), Powell in internal-communications-and-intranet read as Powell Intranet (4), Qualtrics 360 in 360-feedback read as Qualtrics 360 Development (4), SAP Litmos in learning-experience-platforms read as Litmos (4), SAP SuccessFactors Time Tracking in time-and-attendance read as SAP SuccessFactors Time Management (4), SalaryCube in compensation-management read as SalaryCube Comp Planning (4), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (4), Skillsoft in skills-intelligence read as Skillsoft Percipio (4), Workday Benefits in flexible-benefits-and-lifestyle-spending-accounts read as Workday (4), Workday Compensation Management in compensation-management read as Workday Compensation (4), Workday HCM in flexible-benefits-and-lifestyle-spending-accounts read as Workday (4), Workday HCM in hr-help-desk-and-case-management read as Workday Human Capital Management (4), Workday HCM in workforce-management-suites read as Workday Workforce Management (4), Workday Human Capital Management in succession-planning read as Workday Succession Planning (4), Workday Talent Management in succession-planning read as Workday Succession Planning (4), Workhuman in people-analytics read as Workhuman iQ (4), ADP in compensation-management read as ADP Workforce Now (3), BambooHR in compensation-management read as BambooHR Compensation (3), BambooHR in hr-ai-assistants read as Ask BambooHR (3), Betterment in 401k-providers read as Betterment at Work (3), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (3), Canvas in learning-management-systems read as Canvas LMS (3), Cornerstone in online-course-libraries read as Cornerstone OnDemand (3), Deel in workforce-planning read as Deel Workforce Planning (3), Deel HR in hr-compliance-and-policy-management read as Deel (3), Dovetail in hr-help-desk-and-case-management read as Dovetail Software (3), Lattice in pay-equity read as Lattice Compensate (3), NAVEX (EthicsPoint) in whistleblowing-and-investigations read as NAVEX One (3), Oracle in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (3), Oracle Cloud HCM in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (3), Oracle HCM in employee-onboarding read as Oracle Fusion Cloud HCM (3), Oracle HCM in time-and-attendance read as Oracle Time and Labor (3), Patriot in payroll-software read as Patriot Payroll (3), Power BI in people-analytics read as Microsoft Power BI (3), SAP SuccessFactors in global-payroll-and-employer-of-record read as SAP SuccessFactors Employee Central Payroll (3), SAP SuccessFactors Compensation Management in compensation-management read as SAP SuccessFactors Compensation (3), SAP SuccessFactors Service Delivery in hr-help-desk-and-case-management read as SAP SuccessFactors Enterprise Service Management (3), TELUS Health in employee-wellbeing-and-mental-health read as LifeWorks (3), TalentDesk in contingent-workforce-management read as TalentDesk.io (3), Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (3), Toggl in time-and-attendance read as Toggl Track (3), UKG Pro in compensation-management read as UKG Pro Compensation (3), Workativ in hr-ai-assistants read as Workativ Assistant (3), Workday in job-advertising-and-distribution read as Workday Recruiting (3), Workday Peakon in 360-feedback read as Workday Peakon Employee Voice (3), Workday Peakon (Employee Voice) in employee-engagement-surveys read as Workday Peakon Employee Voice (3), Workday Talent Acquisition in ai-recruiting-assistants read as Workday Recruiting (3), Zenefits in benefits-administration read as TriNet Zenefits (3), dominKnow in course-authoring-tools read as dominKnow | ONE (3), ADP in pay-equity read as ADP DataCloud (2), ADP in workforce-scheduling read as ADP Workforce Now (2), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (2), ADP Vantage in leave-and-absence-management read as ADP Vantage HCM (2), Acuity in interview-scheduling read as Acuity Scheduling (2), Atlassian (Jira Service Management) in hr-help-desk-and-case-management read as Jira Service Management (2), Benevity (Spark) in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (2), Blackboard in learning-management-systems read as Blackboard Learn (2), Blue Yonder in workforce-management-suites read as Blue Yonder Workforce Management (2), Bucketlist in recognition-and-rewards read as Bucketlist Rewards (2), Canvas (by Instructure) in learning-management-systems read as Canvas LMS (2), Ceridian Dayforce in flexible-benefits-and-lifestyle-spending-accounts read as Dayforce (2), Ceridian Dayforce in global-payroll-and-employer-of-record read as Dayforce (2), Conexis in contingent-workforce-management read as Conexis VMS (2), Eightfold in hr-ai-assistants read as Eightfold AI (2), Eightfold in recruiting-crm-and-sourcing read as Eightfold AI (2), Espressive in hr-ai-assistants read as Espressive Barista (2), Espressive (Barista) in hr-ai-assistants read as Espressive Barista (2), Gomo in course-authoring-tools read as Gomo Learning (2), Gtmhub in goals-and-okrs read as Quantive (2), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (2), KnowBe4 (Compliance Plus) in compliance-training read as KnowBe4 Compliance Plus (2), Litmos (SAP Litmos) in learning-management-systems read as SAP Litmos (2), Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (2), Lucidchart / Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (2), Microsoft Teams Frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (2), NAVEX (EthicsPoint / NAVEX One) in whistleblowing-and-investigations read as NAVEX One (2), NiCE in workforce-management-suites read as NICE Workforce Management (2), O'Reilly Learning Platform in online-course-libraries read as O'Reilly (2), Oracle in global-payroll-and-employer-of-record read as Oracle HCM Cloud (2), Oracle in people-analytics read as Oracle Fusion HCM Analytics (2), Oracle Cloud HCM in compensation-management read as Oracle Fusion Cloud Compensation (2), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in benefits-administration read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in employee-onboarding read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in payroll-software read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in workforce-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud (Workforce Management) in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Oracle HCM Compensation in compensation-management read as Oracle Fusion Cloud Compensation (2), Patriot Software in payroll-software read as Patriot Payroll (2), Paychex in hr-compliance-and-policy-management read as Paychex Flex (2), SAP in employee-onboarding read as SAP SuccessFactors (2), SAP in global-payroll-and-employer-of-record read as SAP SuccessFactors Employee Central Payroll (2), SAP in hr-help-desk-and-case-management read as SAP SuccessFactors (2), SAP in skills-intelligence read as SAP SuccessFactors Skills (2), SAP Litmos in online-course-libraries read as Litmos (2), SAP SuccessFactors Employee Central in leave-and-absence-management read as SAP SuccessFactors (2), SAP SuccessFactors HCM in internal-communications-and-intranet read as SAP SuccessFactors (2), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (2), Salesforce HR Service Desk in hr-help-desk-and-case-management read as Salesforce HR Service Management (2), Sana in learning-experience-platforms read as Sana Learn (2), SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (2), UKG in succession-planning read as UKG Pro Succession Planning (2), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (2), Workday in interview-scheduling read as Workday Recruiting (2), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (2), Workday (with HiredScore) in talent-intelligence read as Workday Skills Cloud (2), Workday Talent Management in performance-management read as Workday HCM Performance Management (2), Workday Talent Marketplace in talent-intelligence read as Workday Skills Cloud (2), Workleap in performance-management read as Workleap Officevibe (2), beqom (incorporating PayAnalytics) in pay-equity read as beqom Pay Equity (2), beqom (with PayAnalytics) in pay-equity read as beqom Pay Equity (2), beqom PaySuite in pay-equity read as beqom Pay Equity (2), iCIMS Talent Cloud in recruitment-marketing-and-career-sites read as iCIMS Attract (2), ADP in background-screening read as ADP Screening and Selection Services (1), ADP (DataCloud) in pay-equity read as ADP DataCloud (1), ADP (Enterprise PEO) in peo-providers read as ADP TotalSource (1), ADP (Vantage / Core) in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (1), ADP (Vantage / Workforce Now Enterprise) in benefits-administration read as ADP Workforce Now (1), ADP (Vantage HCM or ADP Comprehensive Services) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now & Lyric) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now / TotalSource) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now / Vantage HCM) in time-and-attendance read as ADP Workforce Now (1), ADP (Workforce Now Benefits Administration) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now or Lyric HCM + Comprehensive Services) in peo-providers read as ADP TotalSource (1), ADP (Workforce Now) in workforce-management-suites read as ADP Workforce Now (1), ADP (time & attendance + payroll) in time-and-attendance read as ADP Workforce Now (1), ADP (via ADP Vantage) in peo-providers read as ADP TotalSource (1), ADP (with Trusaic PayParity) in pay-equity read as ADP DataCloud (1), ADP Benefits in benefits-administration read as ADP Workforce Now (1), ADP Lyric in hris-and-hcm-platforms read as ADP Lyric HCM (1), ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), ADP Workforce Management in workforce-scheduling read as ADP WorkForce Suite (1), ADP Workforce Now Benefits Administration in benefits-administration read as ADP Workforce Now (1), AON Assessment Solutions in candidate-assessment read as Aon (1), Absorb in online-course-libraries read as Absorb LMS (1), Accurate (now part of HireRight) in background-screening read as Accurate Background (1), Acorn in skills-intelligence read as Acorn PLMS (1), Acuity in workforce-scheduling read as Acuity Scheduling (1), Adapt in course-authoring-tools read as Adapt Learning (1), Alight in flexible-benefits-and-lifestyle-spending-accounts read as Alight Solutions (1), Ally.io in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (Microsoft) in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (now Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Aon (Radford) in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (1), Aon (formerly Hewitt/WorldatWork) in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (1), Articulate Rise in course-authoring-tools read as Articulate Rise 360 (1), Aspect (formerly Alvaria / Aspect Software) in workforce-management-suites read as Aspect WFM (1), Aspect (now part of Alvaria) in workforce-management-suites read as Aspect WFM (1), Atlas (by Globalization Partners) in global-payroll-and-employer-of-record read as Atlas HXM (1), Atlassian Jira Service Management in hr-help-desk-and-case-management read as Jira Service Management (1), BambooHR T&A Modules in time-and-attendance read as BambooHR Time Tracking (1), Board in performance-management read as Board International (1), Calm for Business in employee-wellbeing-and-mental-health read as Calm Health (1), Canvas (Instructure) in learning-management-systems read as Canvas LMS (1), Ceridian in earned-wage-access read as Dayforce Wallet (1), Ceridian in global-payroll-and-employer-of-record read as Dayforce (1), Ceridian Dayforce in frontline-employee-apps read as Dayforce (1), Ceridian Dayforce in leave-and-absence-management read as Dayforce (1), Ceridian Dayforce (Dayforce) in workforce-management-suites read as Dayforce (1), Cloudpay in earned-wage-access read as CloudPay NOW (1), Comprehensive in pay-equity read as Comprehensive.io (1), Confluence (Atlassian) in internal-communications-and-intranet read as Atlassian Confluence (1), Confluence by Atlassian in internal-communications-and-intranet read as Atlassian Confluence (1), Cornerstone in performance-management read as Cornerstone OnDemand (1), Cornerstone (Cornerstone LXP) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (Cornerstone OnDemand) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (including EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (with EdCast LXP integration) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone Galaxy in learning-management-systems read as Cornerstone OnDemand (1), Cornerstone Galaxy (combining Cornerstone LMS + EdCast LXP) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone OnDemand (Cornerstone Workforce AI) in succession-planning read as Cornerstone Succession (1), Cornerstone OnDemand (Galaxy) in succession-planning read as Cornerstone Succession (1), Coursera in learning-experience-platforms read as Coursera for Business (1), Criteria (GreatPlates) in candidate-assessment read as Criteria Corp (1), Criteria (formerly known as Wonderlic) in candidate-assessment read as Criteria Corp (1), D2L in learning-management-systems read as D2L Brightspace (1), D2L (Brightspace) in learning-management-systems read as D2L Brightspace (1), Dayforce in earned-wage-access read as Dayforce Wallet (1), Deel in succession-planning read as Deel HR (1), Deel HR in hris-and-hcm-platforms read as Deel (1), Deel HR in org-charts-and-org-design read as Deel (1), Deel Services in pay-equity read as Deel Compensation/Pay Equity (1), Effy in 360-feedback read as Effy AI (1), Empower (formerly Great-West Life) in 401k-providers read as Empower Retirement (1), Empower (formerly Great-West) in 401k-providers read as Empower Retirement (1), Facebook in job-advertising-and-distribution read as Facebook Jobs (1), Figures.hr in pay-equity read as Figures (1), Freelancer in contingent-workforce-management read as Freelancer.com (1), G360 in 360-feedback read as G360 Surveys (1), GEP in recruiting-crm-and-sourcing read as GEP SMART (1), Gallup in employee-engagement-surveys read as Gallup Access (1), Glint in employee-engagement-surveys read as Microsoft Viva Glint (1), Glint (LinkedIn) in employee-engagement-surveys read as Microsoft Viva Glint (1), Gusto in earned-wage-access read as Gusto Wallet (1), HRSoft (COMPview) in compensation-management read as HRSoft Compensation Management (1), HRsoft in compensation-management read as HRSoft Compensation Management (1), HiredScore AI for Recruiting in ai-recruiting-assistants read as HiredScore (1), Hogan in candidate-assessment read as Hogan Assessments (1), HubSpot in interview-scheduling read as HubSpot Meetings (1), Invgate in hr-help-desk-and-case-management read as InvGate Service Management (1), Korn Ferry (TowerWatson) in compensation-benchmarking-data read as Korn Ferry Pay (1), Kronos in time-and-attendance read as UKG Pro Workforce Management (1), Kronos Workforce Central in workforce-management-suites read as UKG Workforce Central (1), Kronos Workforce Central (UKG) in workforce-management-suites read as UKG Workforce Central (1), Lattice (Compensation module) in pay-equity read as Lattice Compensate (1), Leena in hr-ai-assistants read as Leena AI (1), Legion in workforce-scheduling read as Legion WFM (1), Lessonly in learning-management-systems read as Seismic Learning (1), Lightcast (formerly Emsi) in skills-intelligence read as Lightcast Open Skills (1), Litmos in course-authoring-tools read as SAP Litmos (1), Litmos in skills-intelligence read as SAP Litmos (1), Litmos (SAP) in compliance-training read as SAP Litmos (1), Litmos (SAP) in learning-management-systems read as SAP Litmos (1), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (1), Mercer (Comptryx) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Mercer (Total Remuneration Survey - TRS) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Mercer (Total Remuneration Survey - TRS, or Comptryx for tech-focused) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Meta Ads in job-advertising-and-distribution read as Meta (1), Microsoft Dynamics 365 HR in hris-and-hcm-platforms read as Microsoft Dynamics 365 Human Resources (1), Microsoft Teams (Frontline Edition) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline F1/F3 Licenses) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline Worker / F-Licensing) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams Frontline (F1/F3) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams Frontline (F3) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams for Frontline Workers (Microsoft 365 F3/F1) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams for frontline workers in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mineral (formerly ThinkHR) in hr-compliance-and-policy-management read as Mitratech Mineral (1), Mineral by Mitratech in hr-compliance-and-policy-management read as Mitratech Mineral (1), Mitratech (Syntrio) in compliance-training read as Mitratech Syntrio (1), Mitratech Mineral Elite in hr-compliance-and-policy-management read as Mitratech Mineral (1), MoneyLion (Instacash product) in earned-wage-access read as MoneyLion – Instacash (1), Moodle Workplace in learning-experience-platforms read as Moodle (1), Moodle Workplace (Managed Hosting) in learning-management-systems read as Moodle (1), NAVEX (EthicsPoint / WhistleB) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX (Whistleblower Hotline & Case Management) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX (formerly Convecent) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX Global (EthicsPoint/Vault) in whistleblowing-and-investigations read as NAVEX One (1), NAVEX One (NAVEXEngage) in compliance-training read as NAVEX (1), NICE (NICE CXone WFM) in workforce-management-suites read as NICE Workforce Management (1), NICE (legacy) in workforce-management-suites read as NICE Workforce Management (1), Officevibe in employee-engagement-surveys read as Workleap Officevibe (1), OpenAI in hr-ai-assistants read as ChatGPT (1), Oracle in employee-onboarding read as Oracle HCM Onboarding (1), Oracle in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle in skills-intelligence read as Oracle HCM Cloud (1), Oracle in workforce-scheduling read as Oracle Workforce Management (1), Oracle Cloud EPM Workforce in workforce-planning read as Oracle Fusion Cloud EPM (1), Oracle Cloud HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Cloud HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle Cloud HCM in payroll-software read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in performance-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM (Workforce Modeling) in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Fusion Cloud HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Fusion Cloud HCM in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Fusion Cloud HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle Fusion Cloud HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle Fusion Cloud HCM AI agents in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Fusion HCM in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle HCM in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle HCM in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM (Fusion Cloud Talent Management) in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Fusion) in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Fusion) in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Talent Management) in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Time & Labor) in time-and-attendance read as Oracle Time and Labor (1), Oracle HCM Cloud (with Bryte AI) in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle HCM Cloud AI Agents in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle HCM Cloud Absence Management in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle HR Help Desk Cloud Service in hr-help-desk-and-case-management read as Oracle HR Help Desk (1), Oracle Workforce Compensation (Oracle Fusion Cloud HCM) in compensation-management read as Oracle Fusion Cloud Compensation (1), PayScale Ascent in pay-equity read as Payscale (1), Paychex in benefits-administration read as Paychex Flex (1), PeopleSoft in hris-and-hcm-platforms read as Oracle PeopleSoft (1), Power BI in workforce-planning read as Microsoft Power BI (1), Power BI Pro in people-analytics read as Microsoft Power BI (1), PowerPoint in course-authoring-tools read as Microsoft PowerPoint (1), Professional.me in internal-talent-marketplace read as Professional.me Internal Mobility (1), Qualtrics in people-analytics read as Qualtrics EmployeeXM (1), Qualtrics (EmployeeXM 360) in 360-feedback read as Qualtrics 360 Development (1), QuickBooks in payroll-software read as QuickBooks Payroll (1), QuickBooks Online Payroll in payroll-software read as QuickBooks Payroll (1), RemotePeople in global-payroll-and-employer-of-record read as Remote People (1), SAP in hris-and-hcm-platforms read as SAP SuccessFactors (1), SAP in pay-equity read as SAP SuccessFactors (1), SAP in payroll-software read as SAP SuccessFactors Employee Central Payroll (1), SAP in talent-intelligence read as SAP SuccessFactors (1), SAP (via SAP HCM) in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (1), SAP SuccessFactors in course-authoring-tools read as SAP SuccessFactors Learning (1), SAP SuccessFactors in recruiting-crm-and-sourcing read as SAP SuccessFactors Recruiting (1), SAP SuccessFactors (Time Management) in time-and-attendance read as SAP SuccessFactors Time Management (1), SAP SuccessFactors Employee Central in hris-and-hcm-platforms read as SAP SuccessFactors (1), SAP SuccessFactors HCM in hr-help-desk-and-case-management read as SAP SuccessFactors (1), SAP SuccessFactors Performance & Goals in succession-planning read as SAP SuccessFactors Succession & Development (1), SAP SuccessFactors Time Management in workforce-management-suites read as SAP SuccessFactors (1), SAP SuccessFactors Time Tracking in workforce-management-suites read as SAP SuccessFactors (1), SAP SuccessFactors with Joule in hr-ai-assistants read as SAP Joule (1), Salary.com (CompAnalyst Enterprise) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com (CompAnalyst Pay Equity Suite) in pay-equity read as Salary.com Pay Equity (1), Salesforce HR Service in hr-help-desk-and-case-management read as Salesforce HR Service Management (1), Sana in course-authoring-tools read as Sana Learn (1), Sana Labs in learning-experience-platforms read as Sana Learn (1), ServiceNow in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow (Employee Center / Virtual Agent) in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow (Specifically HR Service Delivery) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow HR Service Delivery (HRSD) with ELA in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow HR Service Delivery with Now Assist / Virtual Agent in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow HRSD in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow's HR Virtual Agent in hr-ai-assistants read as ServiceNow HR Service Delivery (1), SharePoint (with Microsoft Viva) in internal-communications-and-intranet read as Microsoft SharePoint (1), Skillsoft (Compliance / Percipio) in compliance-training read as Skillsoft Percipio (1), Skillsoft (Percipio) in skills-intelligence read as Skillsoft Percipio (1), Sprout in employee-wellbeing-and-mental-health read as Sprout at Work (1), Strada in global-payroll-and-employer-of-record read as Alight (1), SuccessFactors in 360-feedback read as SAP SuccessFactors (1), SuccessFactors (SAP) in applicant-tracking-systems read as SAP SuccessFactors Recruiting (1), SuccessFactors (SAP) in people-analytics read as SAP SuccessFactors (1), TalentIQ in talent-intelligence read as Talent IQ (1), Taleo in applicant-tracking-systems read as Oracle Taleo (1), Taleo in recruitment-marketing-and-career-sites read as Oracle Taleo (1), Tracker in staffing-agency-platforms read as Tracker RMS (1), UKG Pro Recruiting in applicant-tracking-systems read as UKG Pro (1), WEX in benefits-administration read as WEX Benefits (1), WEX (WEX Health) in hsa-and-fsa-administration read as WEX Benefits (1), Wave in payroll-software read as Wave Payroll (1), Workday in learning-management-systems read as Workday Learning (1), Workday in recruiting-crm-and-sourcing read as Workday Recruiting (1), Workday (AI Hiring Features) in hr-ai-assistants read as Workday Illuminate (1), Workday (AI-Powered Screening Tools) in hr-ai-assistants read as Workday Illuminate (1), Workday (HCM) in benefits-administration read as Workday HCM (1), Workday (Native Performance Module) in performance-management read as Workday HCM Performance Management (1), Workday (Recruiting Module) in applicant-tracking-systems read as Workday Recruiting (1), Workday (Sana/Illuminate) in hr-ai-assistants read as Workday Illuminate (1), Workday (Suite Copilot) in hr-ai-assistants read as Workday Illuminate (1), Workday (Time Tracking & Absence Management) in time-and-attendance read as Workday Time Tracking (1), Workday (Workday Benefits) in benefits-administration read as Workday HCM (1), Workday (Workday Illuminate & Workday Assistant) in hr-ai-assistants read as Workday Illuminate (1), Workday (Workday Scheduling & Time Tracking) in workforce-management-suites read as Workday Workforce Management (1), Workday (utilizing HiredScore & Paradox) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (with AI Agents) in hr-ai-assistants read as Workday Illuminate (1), Workday (with Illuminate/Joule AI agents) in hr-ai-assistants read as Workday Illuminate (1), Workday Analytics in people-analytics read as Workday People Analytics (1), Workday HCM (Absence Management) in leave-and-absence-management read as Workday (1), Workday HCM (Benefits Module) in flexible-benefits-and-lifestyle-spending-accounts read as Workday (1), Workday HCM (Onboarding module) in employee-onboarding read as Workday (1), Workday HCM (Workday Absence Management) in leave-and-absence-management read as Workday (1), Workday HCM (Workday Help) in hr-help-desk-and-case-management read as Workday Human Capital Management (1), Workday HCM (with Talent Management modules) in succession-planning read as Workday Succession Planning (1), Workday HCM Benefits in benefits-administration read as Workday HCM (1), Workday HCM/Benefits in benefits-administration read as Workday HCM (1), Workday Human Capital Management in benefits-administration read as Workday HCM (1), Workday Human Capital Management (HCM) in succession-planning read as Workday Succession Planning (1), Workday Peakon (now Workday Employee Voice) in employee-engagement-surveys read as Workday Peakon Employee Voice (1), Workday Performance Management in succession-planning read as Workday Succession Planning (1), Workday Prism in people-analytics read as Workday Prism Analytics (1), Workday Talent in succession-planning read as Workday Succession Planning (1), Workday analytics in people-analytics read as Workday People Analytics (1), Workhuman (formerly Globoforce) in people-analytics read as Workhuman iQ (1), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (1), Workplace (Meta) in internal-communications-and-intranet read as Workplace from Meta (1), Zendesk Employee Service in hr-help-desk-and-case-management read as Zendesk (1), Zendesk Employee Service (or HR Help Desk) in hr-help-desk-and-case-management read as Zendesk (1), Zendesk Employee Service Suite in hr-help-desk-and-case-management read as Zendesk (1), Zenefits (core platform) in benefits-administration read as TriNet Zenefits (1), Zenefits (core) in benefits-administration read as TriNet Zenefits (1), Zenefits (including TriNet) in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (1), beqom (featuring PayAnalytics) in pay-equity read as beqom Pay Equity (1), gtmhub in goals-and-okrs read as Quantive (1), iCIMS (Recruit CRM) in recruitment-marketing-and-career-sites read as iCIMS Attract (1), iCIMS Talent Cloud in ai-recruiting-assistants read as iCIMS (1), iSpring LMS in course-authoring-tools read as iSpring Learn (1), isolved People Cloud in benefits-administration read as isolved (1)

Combined answers split into one label per product: 15Five/Leapsome, ADP Lyric HCM / ADP Workforce Now, ADP TotalSource / ADP, ADP Workforce Management / ADP Time & Attendance, ADP Workforce Management / WorkForce Software, ADP Workforce Management / WorkForce Suite, ADP Workforce Manager / ADP Workforce Now, ADP Workforce Now / ADP, ADP Workforce Now / ADP Enterprise, ADP Workforce Now / ADP Global Payroll, ADP Workforce Now / ADP Lyric HCM, ADP Workforce Now / ADP SmartCompliance, ADP Workforce Now / ADP TotalSource, ADP Workforce Now / ADP Vantage, ADP Workforce Now / ADP Vantage HCM, ADP Workforce Now / ADP Workforce Management, ADP Workforce Now / Dayforce, ADP Workforce Now / RUN Powered by ADP, ADP Workforce Now/ADP WorkForce Software, Adobe Captivate / Adobe Learning Manager, Aeqium/beqom PaySuite, Alight Solutions and bswift, Ally.io / Workpath, Alvaria/Aspect, Appcast / PandoLogic, Articulate Storyline 360 / Articulate 360, Asana/ClickUp, Atlassian Goals / Jira Align, BambooHR + Clair, BambooHR Time Tracking / BambooHR T&A Modules, BambooHR/Rippling, Beamery/Phenom, Benevity / Benevity Enterprise Impact Platform, Broadbean/Adaptive Talent, Calm for Business / Calm Health, Calm/Headspace, Chronus/MentorcliQ, Cisive / Mitratech AssureHire, Clair / Rain, ClickUp / Asana, Controlio / InterGuard, CoreHealth/Vantage Fit, Cornerstone / EdCast, Cornerstone Learning / EdCast, Cornerstone Learning/EdCast, Cornerstone OnDemand / Cornerstone Learning, Cornerstone OnDemand / SumTotal / PeopleFluent, Culture Cloud/O.C. Tanner, CurrentWare/WorkTime, Deel/HiBob, ESCO/O*NET, Enrich / Brightside, EthicsPoint / NAVEX Global, Facebook/Instagram, Fidelity HSA / Fidelity Investments, Ginger/Headspace Care, Globalization Partners / G-P, Google Calendar / Outlook Calendar, Google Docs/Slides, HackerRank/CodeSignal, HackerRank/Codility, Harver/Pymetrics, Headspace / Calm (standalone), Headspace Health / Ginger, Headspace for Work / Headspace Health, HealthEquity / WageWorks / Further, HealthEquity/WageWorks, HiBob/Personio, HireEZ / Noon AI, HiredScore / Workday Illuminate, IBM/SAP/Oracle, Instant Checkmate/TruthFinder, Jobvite/Employ, Justworks/Paychex PEO, Kronos/UKG Dimensions, Kudos / WorkTango, Lattice / Leapsome, Lattice/Macorva, Lever / Greenhouse (Native Scheduling), Lifeworks / TELUS Health, Lightcast / Draup, LinkedIn Ads / LinkedIn Jobs, Lucidchart/Visio, Lyra/Spring Health, Magnit / PRO Unlimited / IQNavigator, Mercer & Radford (Aon), Mercer / Prudential, Mercer/Aon, Mercer/Mettl, Merrill / Bank of America, Mettl/Mercer, Microsoft 365 / SharePoint, Microsoft SharePoint + Viva Connections/Engage, Microsoft SharePoint / Microsoft 365 Copilot, Microsoft SharePoint Online / Viva Connections, Microsoft SharePoint and Viva, Microsoft Teams + Viva, Microsoft Teams + Viva Connections (Frontline), Microsoft Viva Connections and Viva Engage, Microsoft Viva Insights / Viva Glint, Microsoft Viva/SharePoint, Microsoft Word / PowerPoint, Monster / CareerBuilder, Myers-Briggs Type Indicator / MBTI, NAVEX Global / EthicsPoint, NAVEX One / EthicsPoint, NAVEX One / EthicsPoint Professional, NAVEX One/EthicsPoint, O.C. Tanner / Culture Cloud, OneTrust / Convercent by OneTrust, Oracle / Dayforce / UKG, Oracle / Workday, Oracle Fusion Cloud HCM / Oracle HCM Cloud, Oracle Fusion Cloud HCM / Oracle Recruiting, Oracle Global Human Resources Cloud / Oracle PeopleSoft HCM, Oracle HCM Cloud / Oracle Fusion Cloud HCM, Oracle Hyperion / Oracle Cloud EPM, Oracle Taleo / Oracle Recruiting Cloud, Oracle/SAP, OrgChart Now / OrgChart (OfficeWork Software), Oyster/Remofirst, PandoLogic / Veritone Hire Programmatic, PandoLogic/Veritone Hire, Paradox (Olivia) / Workday Recruiting, Paycom / Paylocity, Paylocity/Paycor, Paylocity/Rippling, Payscale & Comprehensive.io, PowerPoint/Keynote, Prudential Financial / Mercer, Qualtrics EmployeeXM / Qualtrics 360 Development, Quantive / Gtmhub, Quantive/Ally.io, QuickBooks + Clair, Ravio / Comprehensive, SAI Global / SAI360, SAP SuccessFactors / SAP Analytics Cloud, SAP SuccessFactors / Workday Learning, SAP SuccessFactors Recruiting / SmartRecruiters, SAP SuccessFactors/Oracle HCM, SAP/Beeline, SAP/SuccessFactors, SHL/Mettl, Salary Finance / FinFit, Sense / Paradox, SharePoint + Viva Connections, Skuad / Payoneer Workforce Management, Sterling Infosystems / Sterling Check, Synthesia/Colossyan, Tableau / Power BI, Ten Thousand Coffees / Together, Time Doctor/Hubstaff, Trello / Jira, Trusaic / PayParity, TruthFinder / Instant Checkmate, UKG (Ultimate Kronos Group) / Dayforce, UKG / Dayforce, UKG / Kronos, UKG Pro / UKG Enterprise, UKG Pro / UKG Workforce Central, UKG Ready / UKG, UKG Ready / UKG Pro Workforce Management, UKG/Kronos Workforce Central, Udemy Business / Coursera for Business, VNDLY / Workday, VidCruiter/Talview, Viva Engage/Microsoft Teams, WageWorks/HealthEquity, Wellable/WellSteps, When I Work/Nowsta, Willis Towers Watson/Radford, Willis Towers Watson/WTW, WorkBoard / Quantive Results, Workday + HiredScore, Workday / HiredScore, Workday Adaptive Planning / Workday HCM, Workday Adaptive Planning / Workday Workforce Planning, Workday Analytics / Prism, Workday HCM & Workday Payroll, Workday HCM / Workday, Workday HCM / Workday Adaptive Planning, Workday HCM / Workday Benefits, Workday HR Service Delivery / Workday HCM, Workday Help / Workday HR Service Delivery, Workday Illuminate / Workday, Workday Peakon / Workday HCM, Workday Recruiting + HiredScore, Workday Recruiting / HiredScore, Workday Sana / Workday AI agents, Workday Skills Cloud / Workday Talent Marketplace, Workday/Paradox, Workday/SAP SuccessFactors/UKG, Workday/SAP SuccessFactors/UKG Pro, Workhuman/Nectar, X/Twitter, Zenefits / TriNet Zenefits, beqom / PayAnalytics, beqom PaySuite / PayAnalytics, beqom/PayAnalytics, iCIMS / Beamery, iCIMS / SAP SuccessFactors

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 22 of 58 categories (38%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-planning, workforce-scheduling
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 33 of 58 categories (57%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, online-course-libraries, pay-equity, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, video-interviewing, whistleblowing-and-investigations, workforce-planning, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 47 of 58 categories (81%); differing under the strict rule: 360-feedback, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, time-and-attendance, workforce-planning, workforce-scheduling
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 36 of 58 categories (62%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, compliance-training, contingent-workforce-management, course-authoring-tools, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-planning, workforce-scheduling
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 40 of 58 categories (69%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, background-screening, candidate-assessment, compensation-benchmarking-data, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-scheduling
- Mistral Small: a direct first choice kept as first choice or alternative in 26 of 58 categories (45%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 41 of 58 categories (71%); differing under the strict rule: 360-feedback, applicant-tracking-systems, background-screening, benefits-administration, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, interview-scheduling, learning-experience-platforms, learning-management-systems, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, time-and-attendance, workforce-management-suites
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 9 of 47 categories (19%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-onboarding, financial-wellness-platforms, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-management-systems, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 31 of 58 categories (53%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- Kimi K2: a direct first choice kept as first choice or alternative in 47 of 58 categories (81%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, compensation-benchmarking-data, compensation-management, compliance-training, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, org-charts-and-org-design, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 30 of 58 categories (52%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, succession-planning, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 27 of 57 categories (47%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- GPT-6 Luna: a direct first choice kept as first choice or alternative in 42 of 58 categories (72%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, whistleblowing-and-investigations
- Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 37 of 58 categories (64%); differing under the strict rule: 360-feedback, 401k-providers, applicant-tracking-systems, background-screening, candidate-assessment, compensation-management, compliance-training, course-authoring-tools, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling


# Segment: Small business

# HR AI Recommendation Index, run edition-2026-10

348 prompts, 14 models, 24,772 raw judge labels, 24,851 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 22,158 by alias or canonical name, 1459 by category-scoped alias, 222 from combined answers split into their products, 54 from combined answers counted once for their first product, 24 excluded by rule, 901 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 6 | 48 | 11% |
| GPT-5.4 mini | 13 | 45 | 22% |
| Gemini 3.5 Flash | 19 | 39 | 33% |
| Perplexity Sonar | 11 | 47 | 19% |
| Grok 4.1 Fast | 16 | 42 | 28% |
| Mistral Small | 3 | 55 | 5% |
| DeepSeek V4 Flash | 24 | 34 | 41% |
| Llama 4 Maverick | 2 | 39 | 5% |
| Qwen 3.7 Flash | 16 | 42 | 28% |
| Kimi K2 | 10 | 48 | 17% |
| GLM 4.7 FlashX | 10 | 48 | 17% |
| MiniMax M2.5 | 8 | 50 | 14% |
| GPT-6 Luna | 10 | 48 | 17% |
| Muse Glimmer 30B | 8 | 50 | 14% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Effy AI | 24% | 55 | contested |
| 401k-providers | Guideline | 43% | 53 | clear leader |
| ai-recruiting-assistants | Manatal | 29% | 51 | contested |
| applicant-tracking-systems | Breezy HR | 27% | 55 | contested |
| background-screening | GoodHire | 41% | 49 | clear leader |
| benefits-administration | Gusto | 62% | 52 | clear leader |
| candidate-assessment | TestGorilla | 76% | 49 | clear leader |
| coaching-platforms | 15Five | 11% | 57 | contested |
| compensation-benchmarking-data | Pave | 30% | 60 | contested |
| compensation-management | Pave | 21% | 57 | contested |
| compliance-training | EasyLlama | 49% | 53 | clear leader |
| contingent-workforce-management | VectorVMS | 26% | 53 | contested |
| course-authoring-tools | iSpring Suite | 21% | 56 | contested |
| earned-wage-access | ZayZoon | 50% | 50 | clear leader |
| employee-engagement-surveys | Workleap Officevibe | 41% | 56 | clear leader |
| employee-giving-and-volunteering | Selflessly | 43% | 54 | clear leader |
| employee-monitoring | Hubstaff | 23% | 60 | contested |
| employee-onboarding | BambooHR | 34% | 62 | contested |
| employee-wellbeing-and-mental-health | Wellable | 28% | 39 | contested |
| financial-wellness-platforms | ZayZoon | 23% | 39 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 37% | 54 | contested |
| frontline-employee-apps | Connecteam | 79% | 53 | clear leader |
| global-payroll-and-employer-of-record | Deel | 33% | 49 | contested |
| goals-and-okrs | Tability | 30% | 56 | contested |
| hr-ai-assistants | Ask BambooHR | 32% | 50 | contested |
| hr-compliance-and-policy-management | Gusto | 21% | 58 | contested |
| hr-help-desk-and-case-management | BambooHR | 26% | 57 | contested |
| hris-and-hcm-platforms | Gusto | 32% | 59 | contested |
| hsa-and-fsa-administration | Lively | 37% | 59 | contested |
| internal-communications-and-intranet | Slack | 20% | 56 | contested |
| internal-talent-marketplace | TalentGuard | 18% | 45 | contested |
| interview-scheduling | Calendly | 41% | 59 | clear leader |
| job-advertising-and-distribution | JobTarget | 24% | 46 | contested |
| learning-experience-platforms | GoSkills | 50% | 46 | clear leader |
| learning-management-systems | TalentLMS | 75% | 52 | clear leader |
| leave-and-absence-management | Vacation Tracker | 23% | 47 | contested |
| mentoring-software | Mentorloop | 37% | 52 | contested |
| online-course-libraries | Udemy Business | 37% | 54 | contested |
| org-charts-and-org-design | Organimi | 32% | 53 | contested |
| pay-equity | Gusto | 31% | 52 | contested |
| payroll-software | Gusto | 49% | 51 | clear leader |
| peo-providers | Justworks | 70% | 47 | clear leader |
| people-analytics | BambooHR | 53% | 59 | clear leader |
| performance-management | Zoho People | 18% | 56 | contested |
| recognition-and-rewards | Bonusly | 60% | 50 | clear leader |
| recruiting-crm-and-sourcing | Manatal | 25% | 64 | contested |
| recruitment-marketing-and-career-sites | Zoho Recruit | 12% | 56 | contested |
| skills-intelligence | Skills Base | 45% | 55 | clear leader |
| staffing-agency-platforms | Zoho Recruit | 36% | 50 | contested |
| succession-planning | BambooHR | 18% | 56 | contested |
| talent-intelligence | Pin | 21% | 48 | contested |
| technical-hiring-assessments | Coderbyte | 22% | 59 | contested |
| time-and-attendance | Harvest | 23% | 53 | contested |
| video-interviewing | Hireflix | 43% | 49 | clear leader |
| whistleblowing-and-investigations | FaceUp | 23% | 65 | contested |
| workforce-management-suites | Homebase | 45% | 58 | clear leader |
| workforce-planning | ChartHop | 31% | 49 | contested |
| workforce-scheduling | Homebase | 26% | 57 | contested |

**360-feedback**: Effy AI 24%, Spidergap 22%, Small Improvements 16%, Primalogik 13%, FeedbackPulse 5%

**401k-providers**: Guideline 43%, Human Interest 15%, Fidelity Advantage 401 11%, ADP Retirement Services 8%, ADP Starter-k Complete 4%

**ai-recruiting-assistants**: Manatal 29%, Zoho Recruit 18%, Workable 14%, Hirevire 6%, AvaHR 4%

**applicant-tracking-systems**: Breezy HR 27%, Zoho Recruit 22%, Workable 16%, JazzHR 15%, Ashby 5%

**background-screening**: GoodHire 41%, Checkr 31%, BackgroundChecks.com 12%, Certn 6%, ShareAble for Hires 4%

**benefits-administration**: Gusto 62%, Rippling 13%, GoCo 8%, Employee Navigator 6%, OnPay 4%

**candidate-assessment**: TestGorilla 76%, EmployTest 6%, JobCannon 4%, Toggl Hire 4%, Canditech 2%

**coaching-platforms**: 15Five 11%, CoachHub 7%, Coaching.com 7%, Boon Health 5%, Risely 5%

**compensation-benchmarking-data**: Pave 30%, Payscale 12%, Comprehensive.io 8%, Salary.com CompAnalyst 7%, Pave Market Data Lite 5%

**compensation-management**: Pave 21%, BambooHR Compensation 16%, Compease 16%, Salary.com 5%, CompUp 4%

**compliance-training**: EasyLlama 49%, TalentLMS 19%, Traliant 11%, SC Training 8%, Ethena 4%

**contingent-workforce-management**: VectorVMS 26%, SimpleVMS 17%, Upwork 11%, Conexis VMS 9%, TalentDesk.io 6%

**course-authoring-tools**: iSpring Suite 21%, H5P 14%, Easygenerator 11%, Thinkific 11%, Articulate Rise 360 9%

**earned-wage-access**: ZayZoon 50%, Tapcheck 24%, DailyPay 12%, Clair 4%, EarnIn 4%

**employee-engagement-surveys**: Workleap Officevibe 41%, FeedbackPulse 21%, 15Five Engage 14%, Google Forms 4%, SurveyMonkey 4%

**employee-giving-and-volunteering**: Selflessly 43%, Millie 17%, Uncommon Giving 7%, POINT 6%, EcoVadis 4%

**employee-monitoring**: Hubstaff 23%, ActivTrak 15%, Apploye 10%, Time Doctor 8%, Clockify 7%

**employee-onboarding**: BambooHR 34%, Gusto 21%, Rippling 8%, Connecteam 5%, Zoho People 5%

**employee-wellbeing-and-mental-health**: Wellable 28%, Woliba 13%, Nectar 8%, Vantage Fit 8%, YuMuuv 8%

**financial-wellness-platforms**: ZayZoon 23%, Payactiv 10%, Chime Workplace 8%, LearnLux 8%, SmartDollar 8%

**flexible-benefits-and-lifestyle-spending-accounts**: Compt 37%, JOON 19%, Benepass 17%, Gusto 11%, Forma 9%

**frontline-employee-apps**: Connecteam 79%, Blink 8%, Microsoft 365 for Frontline Workers 6%, Homebase 4%, Pebb 4%

**global-payroll-and-employer-of-record**: Deel 33%, RemoFirst 31%, Remote 12%, Rippling 8%, Multiplier 4%

**goals-and-okrs**: Tability 30%, Perdoo 21%, Weekdone 14%, Profit.co 9%, Mooncamp 5%

**hr-ai-assistants**: Ask BambooHR 32%, MeBeBot 20%, Gusto 8%, ChatGPT 6%, Claude 6%

**hr-compliance-and-policy-management**: Gusto 21%, BambooHR 12%, Zoho People 9%, Justworks 7%, Trainual 7%

**hr-help-desk-and-case-management**: BambooHR 26%, Zoho Desk 25%, HelpDesk.com 11%, Hiver 7%, Jira Service Management 5%

**hris-and-hcm-platforms**: Gusto 32%, BambooHR 29%, Zoho People 19%, Rippling 14%, TalentHR 3%

**hsa-and-fsa-administration**: Lively 37%, Gusto 10%, HealthEquity 8%, Fidelity HSA 7%, WEX Benefits 7%

**internal-communications-and-intranet**: Slack 20%, Connecteam 18%, Google Sites 9%, Notion 9%, Bitrix24 7%

**internal-talent-marketplace**: TalentGuard 18%, Clous Internal Mobility 11%, BambooHR 7%, Teamflect 7%, Airtable 4%

**interview-scheduling**: Calendly 41%, Koalendar 14%, Workable 7%, Ashby 5%, Breezy HR 5%

**job-advertising-and-distribution**: JobTarget 24%, Joveo 13%, Appcast 11%, Talroo 9%, JazzHR 7%

**learning-experience-platforms**: GoSkills 50%, TalentLMS 22%, 360Learning 11%, LearnWorlds 4%, Absorb LMS 2%

**learning-management-systems**: TalentLMS 75%, LearnWorlds 4%, Thinkific 4%, Trainual 4%, Zoho Learn 4%

**leave-and-absence-management**: Vacation Tracker 23%, BambooHR 21%, LeaveBoard 13%, Timetastic 9%, Buddy Punch 6%

**mentoring-software**: Mentorloop 37%, PushFar 19%, MentorCity 8%, Qooper 8%, MentorStack 6%

**online-course-libraries**: Udemy Business 37%, LinkedIn Learning 22%, TalentLMS 11%, GoSkills 9%, LearnWorlds 4%

**org-charts-and-org-design**: Organimi 32%, Lucidchart 19%, draw.io 13%, Pingboard 11%, BambooHR 4%

**pay-equity**: Gusto 31%, HRSoft 6%, LEEP Toolkit 6%, OpenComp 6%, Pave 6%

**payroll-software**: Gusto 49%, Patriot Payroll 22%, QuickBooks Payroll 10%, OnPay 6%, Payroll4Free 4%

**peo-providers**: Justworks 70%, TriNet 9%, Rippling 6%, Paychex PEO 4%, ADP TotalSource 2%

**people-analytics**: BambooHR 53%, ChartHop 8%, Rippling 7%, HiBob 5%, Personio 5%

**performance-management**: Zoho People 18%, Lattice 16%, 15Five 14%, Leapsome 11%, BambooHR 9%

**recognition-and-rewards**: Bonusly 60%, Matter 10%, Guusto 8%, Nectar 8%, Awardco 4%

**recruiting-crm-and-sourcing**: Manatal 25%, Pin 17%, Zoho Recruit 11%, Recruit CRM 6%, LinkedIn Recruiter 5%

**recruitment-marketing-and-career-sites**: Manatal 12%, Workable 12%, Zoho Recruit 12%, Breezy HR 11%, JazzHR 11%

**skills-intelligence**: Skills Base 45%, SkillPanel 11%, iMocha 7%, ESCO 5%, Eightfold AI 4%

**staffing-agency-platforms**: Zoho Recruit 36%, Recruit CRM 26%, Manatal 14%, Bullhorn 4%, 100Hires 2%

**succession-planning**: BambooHR 18%, SuccessionNow 16%, PerformYard 11%, Lattice 9%, Paycor 9%

**talent-intelligence**: Pin 21%, Loxo 10%, Metaview 10%, Gem 8%, Manatal 6%

**technical-hiring-assessments**: Coderbyte 22%, CoderPad 17%, TestGorilla 14%, HackerRank 12%, CodeSignal 5%

**time-and-attendance**: Harvest 23%, Clockify 19%, Homebase 13%, Jibble 8%, Buddy Punch 6%

**video-interviewing**: Hireflix 43%, Spark Hire 14%, Willo 12%, EasyHire.me 10%, myInterview 8%

**whistleblowing-and-investigations**: FaceUp 23%, Whistlelink 22%, NAVEX One EthicsPoint Essentials 8%, NAVEX EthicsPoint 5%, SafeHotline 5%

**workforce-management-suites**: Homebase 45%, Zoho People 10%, Connecteam 9%, Rippling 9%, Deputy 7%

**workforce-planning**: ChartHop 31%, Homebase 20%, Connecteam 8%, Rippling 8%, BambooHR 6%

**workforce-scheduling**: Homebase 26%, Sling 23%, When I Work 19%, Connecteam 18%, Buddy Punch 2%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: Lattice (10 models, 8 hard; 24 of 41 labels negative), Culture Amp (9 models, 9 hard; 17 of 20 labels negative), SurveyMonkey (7 models, 2 hard; 7 of 13 labels negative), Leapsome (6 models, 3 hard; 8 of 18 labels negative)
- **401k-providers**: ADP Retirement Services (9 models, 5 hard; 13 of 47 labels negative), Paychex (9 models, 5 hard; 11 of 21 labels negative), Vanguard (5 models, 2 hard; 5 of 27 labels negative), Guideline (4 models, 3 hard; 4 of 52 labels negative)
- **ai-recruiting-assistants**: Eightfold AI (7 models, 6 hard; 10 of 13 labels negative), HireVue (7 models, 3 hard; 11 of 15 labels negative), Greenhouse (5 models, 2 hard; 5 of 9 labels negative), hireEZ (5 models, 1 hard; 5 of 10 labels negative)
- **applicant-tracking-systems**: Workday Recruiting (8 models, 5 hard; 8 of 8 labels negative), Greenhouse (7 models, 1 hard; 8 of 17 labels negative), Oracle Taleo (6 models, 5 hard; 6 of 6 labels negative), iCIMS (6 models, 3 hard; 6 of 7 labels negative)
- **background-screening**: HireRight (10 models, 6 hard; 13 of 20 labels negative), Sterling (8 models, 2 hard; 10 of 16 labels negative), TruthFinder (7 models, 9 hard; 9 of 9 labels negative), Instant Checkmate (7 models, 7 hard; 7 of 7 labels negative)
- **benefits-administration**: Paychex Flex (10 models, 6 hard; 11 of 14 labels negative), TriNet (9 models, 1 hard; 9 of 18 labels negative), Gusto (8 models, 1 hard; 8 of 73 labels negative), BambooHR (7 models; 8 of 48 labels negative)
- **candidate-assessment**: Criteria Corp (9 models, 7 hard; 14 of 33 labels negative), HireVue (8 models, 8 hard; 11 of 15 labels negative), TestGorilla (8 models, 2 hard; 8 of 70 labels negative), The Predictive Index (6 models, 4 hard; 6 of 15 labels negative)
- **coaching-platforms**: BetterUp (11 models, 11 hard; 30 of 38 labels negative), CoachHub (11 models, 11 hard; 29 of 42 labels negative), EZRA (10 models, 8 hard; 14 of 15 labels negative), Torch (9 models, 7 hard; 13 of 16 labels negative)
- **compensation-benchmarking-data**: Mercer Total Remuneration Survey (12 models, 10 hard; 25 of 30 labels negative), Radford (12 models, 9 hard; 21 of 26 labels negative), Willis Towers Watson (9 models, 7 hard; 10 of 10 labels negative), Payscale (7 models, 2 hard; 9 of 38 labels negative)
- **compensation-management**: ADP Workforce Now (7 models, 3 hard; 8 of 8 labels negative), Workday Compensation (6 models, 6 hard; 8 of 9 labels negative), Compport (5 models, 5 hard; 5 of 6 labels negative), Paychex (5 models, 2 hard; 5 of 5 labels negative)
- **compliance-training**: NAVEX (9 models, 3 hard; 12 of 22 labels negative), 360training (6 models, 6 hard; 6 of 10 labels negative), Docebo (6 models, 4 hard; 6 of 6 labels negative), Cornerstone OnDemand (5 models, 3 hard; 5 of 6 labels negative)
- **contingent-workforce-management**: SAP Fieldglass (11 models, 19 hard; 28 of 36 labels negative), Beeline (11 models, 15 hard; 27 of 40 labels negative), Upwork (9 models, 1 hard; 9 of 27 labels negative), Workday VNDLY (8 models, 5 hard; 10 of 17 labels negative)
- **course-authoring-tools**: Articulate 360 (12 models, 5 hard; 14 of 39 labels negative), Adobe Captivate (8 models, 5 hard; 15 of 30 labels negative), Articulate Storyline (5 models, 2 hard; 5 of 10 labels negative), Kajabi (4 models; 4 of 7 labels negative)
- **earned-wage-access**: EarnIn (12 models, 11 hard; 13 of 30 labels negative), DailyPay (10 models, 2 hard; 13 of 47 labels negative), Dave (8 models, 7 hard; 8 of 9 labels negative), MoneyLion – Instacash (8 models, 7 hard; 8 of 8 labels negative)
- **employee-engagement-surveys**: Outreach (8 models, 7 hard; 8 of 8 labels negative), SalesLoft (8 models, 6 hard; 8 of 8 labels negative), Culture Amp (7 models, 6 hard; 16 of 25 labels negative), Lattice (6 models, 3 hard; 9 of 18 labels negative)
- **employee-giving-and-volunteering**: Benevity Enterprise Impact Platform (13 models, 12 hard; 40 of 45 labels negative), YourCause (9 models, 6 hard; 18 of 26 labels negative), Groundswell (4 models; 5 of 23 labels negative), Bonterra CyberGrants (3 models, 3 hard; 3 of 3 labels negative)
- **employee-monitoring**: Teramind (9 models, 5 hard; 14 of 26 labels negative), Hubstaff (4 models; 4 of 52 labels negative), CleverControl (3 models, 3 hard; 3 of 4 labels negative), Veriato (3 models, 2 hard; 3 of 3 labels negative)
- **employee-onboarding**: Workday (8 models, 6 hard; 8 of 11 labels negative), SAP SuccessFactors (6 models, 5 hard; 6 of 6 labels negative), Gusto (5 models, 1 hard; 5 of 61 labels negative), Rippling (5 models, 1 hard; 5 of 47 labels negative)
- **employee-wellbeing-and-mental-health**: Personify Health (7 models, 5 hard; 9 of 12 labels negative), Limeade (7 models, 4 hard; 7 of 10 labels negative), Headspace (7 models, 1 hard; 7 of 37 labels negative), Calm Health (6 models; 6 of 28 labels negative)
- **financial-wellness-platforms**: Payactiv (5 models, 2 hard; 5 of 26 labels negative), SmartDollar (5 models, 2 hard; 6 of 28 labels negative), DailyPay (3 models, 1 hard; 3 of 12 labels negative), BrightPlan (3 models; 3 of 13 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Forma (8 models, 1 hard; 12 of 44 labels negative), Paychex Flex (6 models, 1 hard; 7 of 7 labels negative), Benepass (4 models, 1 hard; 7 of 44 labels negative), Gusto (4 models; 4 of 32 labels negative)
- **frontline-employee-apps**: Slack (11 models, 11 hard; 18 of 24 labels negative), Microsoft 365 for Frontline Workers (11 models, 8 hard; 14 of 24 labels negative), WhatsApp (10 models, 10 hard; 11 of 13 labels negative), Staffbase (10 models, 6 hard; 14 of 22 labels negative)
- **global-payroll-and-employer-of-record**: Deel (12 models, 2 hard; 14 of 65 labels negative), Remote (8 models, 2 hard; 9 of 56 labels negative), Papaya Global (6 models, 3 hard; 7 of 28 labels negative), Oyster (6 models, 2 hard; 6 of 35 labels negative)
- **goals-and-okrs**: Lattice (11 models, 6 hard; 16 of 33 labels negative), WorkBoard (10 models, 8 hard; 12 of 15 labels negative), Betterworks (8 models, 7 hard; 9 of 13 labels negative), Profit.co (7 models, 3 hard; 10 of 30 labels negative)
- **hr-ai-assistants**: Workday Illuminate (9 models, 5 hard; 10 of 10 labels negative), Leena AI (7 models, 1 hard; 9 of 15 labels negative), ChatGPT (5 models, 5 hard; 5 of 22 labels negative), HireVue (5 models, 1 hard; 5 of 6 labels negative)
- **hr-compliance-and-policy-management**: Workday (4 models, 5 hard; 6 of 7 labels negative), SAP SuccessFactors (4 models, 4 hard; 4 of 4 labels negative), Deel (4 models; 4 of 12 labels negative), Rippling (4 models; 4 of 32 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (12 models, 9 hard; 17 of 19 labels negative), Workday HR Service Delivery (11 models, 10 hard; 14 of 14 labels negative), SAP SuccessFactors (8 models, 8 hard; 9 of 9 labels negative), Oracle Fusion Cloud HCM (6 models, 6 hard; 6 of 6 labels negative)
- **hris-and-hcm-platforms**: Workday HCM (10 models, 9 hard; 13 of 13 labels negative), Rippling (7 models; 9 of 57 labels negative), ADP Workforce Now (5 models, 4 hard; 6 of 12 labels negative), Oracle Fusion Cloud HCM (5 models, 4 hard; 6 of 6 labels negative)
- **hsa-and-fsa-administration**: HealthEquity (9 models, 5 hard; 11 of 44 labels negative), Sterling Administration (5 models, 3 hard; 5 of 5 labels negative), HSA Bank (4 models, 1 hard; 4 of 24 labels negative), WEX Benefits (4 models, 1 hard; 4 of 27 labels negative)
- **internal-communications-and-intranet**: Simpplr (14 models, 12 hard; 21 of 30 labels negative), Workvivo (12 models, 10 hard; 19 of 34 labels negative), Microsoft SharePoint (12 models, 7 hard; 21 of 47 labels negative), Staffbase (11 models, 7 hard; 13 of 17 labels negative)
- **internal-talent-marketplace**: Upwork (13 models, 1 hard; 13 of 26 labels negative), Freelancer.com (12 models, 9 hard; 12 of 16 labels negative), Fiverr (12 models, 2 hard; 12 of 24 labels negative), Fuel50 (10 models, 7 hard; 19 of 30 labels negative)
- **interview-scheduling**: GoodTime (13 models, 8 hard; 23 of 38 labels negative), ModernLoop (7 models, 6 hard; 12 of 24 labels negative), Paradox (7 models, 4 hard; 10 of 14 labels negative), Greenhouse (7 models, 3 hard; 9 of 22 labels negative)
- **job-advertising-and-distribution**: Joveo (10 models, 5 hard; 14 of 26 labels negative), Appcast (10 models, 4 hard; 18 of 33 labels negative), Indeed (8 models; 8 of 37 labels negative), Monster (7 models, 5 hard; 7 of 8 labels negative)
- **learning-experience-platforms**: Docebo (14 models, 17 hard; 27 of 30 labels negative), Cornerstone OnDemand (12 models, 16 hard; 23 of 24 labels negative), Degreed (10 models, 14 hard; 20 of 21 labels negative), Skillsoft Percipio (7 models, 7 hard; 7 of 7 labels negative)
- **learning-management-systems**: Moodle (11 models, 5 hard; 18 of 38 labels negative), Docebo (9 models, 6 hard; 11 of 26 labels negative), Cornerstone OnDemand (7 models, 6 hard; 7 of 9 labels negative), Absorb LMS (6 models, 5 hard; 7 of 18 labels negative)
- **leave-and-absence-management**: BambooHR (9 models; 12 of 45 labels negative), Workday (6 models, 5 hard; 6 of 6 labels negative), Rippling (6 models, 1 hard; 6 of 13 labels negative), ADP Workforce Now (4 models, 2 hard; 4 of 4 labels negative)
- **mentoring-software**: MentorcliQ (11 models, 9 hard; 26 of 38 labels negative), Chronus (11 models, 7 hard; 27 of 34 labels negative), Together (9 models, 5 hard; 19 of 44 labels negative), Qooper (7 models, 2 hard; 14 of 40 labels negative)
- **online-course-libraries**: Skillsoft Percipio (11 models, 9 hard; 13 of 18 labels negative), Coursera for Business (11 models, 7 hard; 15 of 41 labels negative), LinkedIn Learning (11 models, 1 hard; 15 of 57 labels negative), Pluralsight (9 models, 7 hard; 10 of 22 labels negative)
- **org-charts-and-org-design**: Microsoft Visio (11 models, 7 hard; 13 of 27 labels negative), Lucidchart (9 models, 2 hard; 13 of 66 labels negative), Miro (7 models, 4 hard; 8 of 33 labels negative), ChartHop (7 models, 3 hard; 8 of 32 labels negative)
- **pay-equity**: Syndio (12 models, 12 hard; 33 of 41 labels negative), beqom Pay Equity (11 models, 10 hard; 17 of 20 labels negative), Trusaic PayParity (11 models, 9 hard; 23 of 30 labels negative), Lattice Compensate (3 models, 2 hard; 3 of 6 labels negative)
- **payroll-software**: ADP (11 models, 3 hard; 12 of 21 labels negative), Paychex Flex (11 models, 3 hard; 13 of 36 labels negative), Gusto (7 models; 9 of 71 labels negative), QuickBooks Payroll (5 models, 1 hard; 6 of 39 labels negative)
- **peo-providers**: ADP TotalSource (8 models, 2 hard; 8 of 42 labels negative), TriNet (6 models, 1 hard; 7 of 46 labels negative), Paychex (4 models, 2 hard; 4 of 12 labels negative), Insperity (3 models, 2 hard; 5 of 29 labels negative)
- **people-analytics**: Workday People Analytics (12 models, 13 hard; 18 of 19 labels negative), Visier (11 models, 14 hard; 32 of 37 labels negative), One Model (10 models, 11 hard; 19 of 20 labels negative), Crunchr (10 models, 9 hard; 15 of 23 labels negative)
- **performance-management**: Workday HCM Performance Management (9 models, 9 hard; 12 of 12 labels negative), Lattice (9 models, 3 hard; 21 of 52 labels negative), SAP SuccessFactors (8 models, 8 hard; 8 of 8 labels negative), Culture Amp (5 models, 1 hard; 6 of 12 labels negative)
- **recognition-and-rewards**: Achievers (8 models, 9 hard; 10 of 11 labels negative), Awardco (6 models, 2 hard; 10 of 27 labels negative), Workhuman (5 models, 4 hard; 7 of 8 labels negative), Motivosity (5 models, 3 hard; 11 of 25 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (9 models, 7 hard; 14 of 31 labels negative), Coupa (6 models, 6 hard; 6 of 6 labels negative), SAP Ariba (6 models, 6 hard; 6 of 6 labels negative), hireEZ (6 models, 2 hard; 7 of 19 labels negative)
- **recruitment-marketing-and-career-sites**: LinkedIn Talent Solutions (10 models, 1 hard; 10 of 17 labels negative), Avature (8 models, 5 hard; 8 of 8 labels negative), Beamery (6 models, 4 hard; 12 of 13 labels negative), Symphony Talent (6 models, 4 hard; 8 of 8 labels negative)
- **skills-intelligence**: Gloat (9 models, 9 hard; 18 of 22 labels negative), Eightfold AI (9 models, 8 hard; 17 of 22 labels negative), Cornerstone OnDemand (8 models, 5 hard; 9 of 9 labels negative), Docebo (6 models, 5 hard; 6 of 6 labels negative)
- **staffing-agency-platforms**: Bullhorn (12 models, 6 hard; 25 of 38 labels negative), Instawork (4 models, 2 hard; 4 of 7 labels negative), Aviont\u00e9 (4 models, 1 hard; 4 of 4 labels negative), Robert Half (4 models, 1 hard; 4 of 4 labels negative)
- **succession-planning**: SAP SuccessFactors Succession & Development (10 models, 12 hard; 20 of 20 labels negative), Workday Succession Planning (8 models, 12 hard; 20 of 21 labels negative), Lattice (7 models, 1 hard; 11 of 35 labels negative), Oracle Fusion Cloud HCM (4 models, 4 hard; 4 of 4 labels negative)
- **talent-intelligence**: Eightfold AI (13 models, 15 hard; 31 of 37 labels negative), Phenom (13 models, 12 hard; 21 of 25 labels negative), Gloat (13 models, 11 hard; 20 of 24 labels negative), Beamery (10 models, 13 hard; 20 of 24 labels negative)
- **technical-hiring-assessments**: Codility (13 models, 6 hard; 25 of 46 labels negative), HackerRank (12 models, 4 hard; 26 of 56 labels negative), TestGorilla (11 models, 6 hard; 12 of 48 labels negative), CodeSignal (9 models, 3 hard; 18 of 38 labels negative)
- **time-and-attendance**: ADP Workforce Now (5 models, 2 hard; 5 of 8 labels negative), QuickBooks Time (5 models; 6 of 37 labels negative), Oracle Time and Labor (4 models, 2 hard; 5 of 5 labels negative), Workday Time Tracking (4 models, 2 hard; 4 of 4 labels negative)
- **video-interviewing**: HireVue (13 models, 15 hard; 26 of 35 labels negative), Spark Hire (13 models, 2 hard; 20 of 62 labels negative), VidCruiter (12 models, 9 hard; 19 of 27 labels negative), Skype (3 models, 1 hard; 3 of 3 labels negative)
- **whistleblowing-and-investigations**: NAVEX One (8 models, 4 hard; 16 of 20 labels negative), Convercent (4 models, 4 hard; 6 of 7 labels negative), NAVEX EthicsPoint (4 models, 1 hard; 4 of 15 labels negative), SpeakUp (4 models; 4 of 7 labels negative)
- **workforce-management-suites**: Workday Workforce Management (13 models, 14 hard; 18 of 19 labels negative), UKG Pro (12 models, 15 hard; 17 of 19 labels negative), SAP SuccessFactors (12 models, 12 hard; 16 of 17 labels negative), Oracle Fusion Cloud HCM (10 models, 9 hard; 12 of 13 labels negative)
- **workforce-planning**: Anaplan (13 models, 16 hard; 23 of 23 labels negative), Workday Adaptive Planning (11 models, 11 hard; 16 of 18 labels negative), SAP SuccessFactors Workforce Planning (10 models, 5 hard; 12 of 13 labels negative), Visier (8 models, 5 hard; 8 of 9 labels negative)
- **workforce-scheduling**: Calendly (8 models; 8 of 29 labels negative), Acuity Scheduling (4 models, 1 hard; 4 of 12 labels negative), Connecteam (4 models, 1 hard; 4 of 48 labels negative), When I Work (3 models, 1 hard; 3 of 48 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Effy AI | 24% | 0% | 48 | accepted challenger |
| 360-feedback | Spidergap | 22% | 8% | 50 | accepted challenger |
| 360-feedback | Small Improvements | 16% | 2% | 45 | accepted challenger |
| 360-feedback | Primalogik | 13% | 0% | 41 | accepted challenger |
| 360-feedback | FeedbackPulse | 5% | 0% | 20 | accepted challenger |
| 360-feedback | Lattice | 5% | 59% | 41 | criticized challenger |
| 360-feedback | Trakstar | 2% | 8% | 13 | accepted challenger |
| 360-feedback | Leapsome | 2% | 44% | 18 | criticized challenger |
| 360-feedback | 15Five | 2% | 55% | 20 | criticized challenger |
| 360-feedback | Teamflect | 0% | 0% | 16 | accepted challenger |
| 360-feedback | G360 Surveys | 0% | 5% | 19 | accepted challenger |
| 360-feedback | EchoSpan | 0% | 23% | 13 | accepted challenger |
| 360-feedback | SurveyMonkey | 0% | 54% | 13 | criticized challenger |
| 360-feedback | Culture Amp | 0% | 85% | 20 | criticized challenger |
| 401k-providers | Guideline | 43% | 8% | 52 | endorsed leader |
| 401k-providers | Human Interest | 15% | 0% | 49 | accepted challenger |
| 401k-providers | Fidelity Advantage 401 | 11% | 7% | 45 | accepted challenger |
| 401k-providers | ADP Retirement Services | 8% | 28% | 47 | criticized challenger |
| 401k-providers | Employee Fiduciary | 2% | 0% | 17 | accepted challenger |
| 401k-providers | Betterment at Work | 2% | 0% | 21 | accepted challenger |
| 401k-providers | Vanguard | 2% | 19% | 27 | accepted challenger |
| 401k-providers | Ubiquity | 0% | 0% | 11 | accepted challenger |
| 401k-providers | Paychex | 0% | 52% | 21 | criticized challenger |
| ai-recruiting-assistants | Manatal | 29% | 0% | 40 | accepted challenger |
| ai-recruiting-assistants | Zoho Recruit | 18% | 0% | 30 | accepted challenger |
| ai-recruiting-assistants | Workable | 14% | 3% | 38 | accepted challenger |
| ai-recruiting-assistants | Breezy HR | 4% | 0% | 18 | accepted challenger |
| ai-recruiting-assistants | Pin | 2% | 0% | 16 | accepted challenger |
| ai-recruiting-assistants | Juicebox | 0% | 14% | 14 | accepted challenger |
| ai-recruiting-assistants | hireEZ | 0% | 50% | 10 | criticized challenger |
| ai-recruiting-assistants | HireVue | 0% | 73% | 15 | criticized challenger |
| ai-recruiting-assistants | Eightfold AI | 0% | 77% | 13 | criticized challenger |
| applicant-tracking-systems | Breezy HR | 27% | 0% | 54 | accepted challenger |
| applicant-tracking-systems | Zoho Recruit | 22% | 9% | 47 | accepted challenger |
| applicant-tracking-systems | Workable | 16% | 20% | 49 | accepted challenger |
| applicant-tracking-systems | JazzHR | 15% | 5% | 55 | accepted challenger |
| applicant-tracking-systems | Ashby | 5% | 9% | 11 | accepted challenger |
| applicant-tracking-systems | Lever | 4% | 38% | 13 | criticized challenger |
| applicant-tracking-systems | 100Hires | 2% | 0% | 15 | accepted challenger |
| applicant-tracking-systems | Greenhouse | 2% | 47% | 17 | criticized challenger |
| applicant-tracking-systems | Manatal | 0% | 7% | 14 | accepted challenger |
| applicant-tracking-systems | Recruitee | 0% | 9% | 11 | accepted challenger |
| applicant-tracking-systems | BambooHR | 0% | 17% | 24 | accepted challenger |
| background-screening | GoodHire | 41% | 4% | 53 | endorsed leader |
| background-screening | Checkr | 31% | 9% | 58 | endorsed leader |
| background-screening | BackgroundChecks.com | 12% | 14% | 36 | accepted challenger |
| background-screening | Certn | 6% | 3% | 29 | accepted challenger |
| background-screening | Accurate Background | 0% | 28% | 18 | criticized challenger |
| background-screening | First Advantage | 0% | 50% | 18 | criticized challenger |
| background-screening | Sterling | 0% | 62% | 16 | criticized challenger |
| background-screening | HireRight | 0% | 65% | 20 | criticized challenger |
| benefits-administration | Gusto | 62% | 11% | 73 | endorsed leader |
| benefits-administration | Rippling | 13% | 11% | 47 | accepted challenger |
| benefits-administration | GoCo | 8% | 8% | 12 | accepted challenger |
| benefits-administration | Employee Navigator | 6% | 16% | 19 | accepted challenger |
| benefits-administration | OnPay | 4% | 6% | 16 | accepted challenger |
| benefits-administration | TriNet Zenefits | 4% | 16% | 31 | accepted challenger |
| benefits-administration | Justworks | 2% | 14% | 35 | accepted challenger |
| benefits-administration | BambooHR | 0% | 17% | 48 | accepted challenger |
| benefits-administration | Paycor | 0% | 20% | 20 | accepted challenger |
| benefits-administration | Paylocity | 0% | 21% | 14 | accepted challenger |
| benefits-administration | ADP Workforce Now | 0% | 43% | 14 | criticized challenger |
| benefits-administration | PlanSource | 0% | 50% | 12 | criticized challenger |
| benefits-administration | TriNet | 0% | 50% | 18 | criticized challenger |
| benefits-administration | Paychex Flex | 0% | 79% | 14 | criticized challenger |
| candidate-assessment | TestGorilla | 76% | 11% | 70 | endorsed leader |
| candidate-assessment | EmployTest | 6% | 0% | 21 | accepted challenger |
| candidate-assessment | Toggl Hire | 4% | 6% | 18 | accepted challenger |
| candidate-assessment | Canditech | 2% | 0% | 11 | accepted challenger |
| candidate-assessment | Vervoe | 2% | 14% | 37 | accepted challenger |
| candidate-assessment | HackerRank | 2% | 31% | 13 | criticized challenger |
| candidate-assessment | Testlify | 0% | 0% | 14 | accepted challenger |
| candidate-assessment | Hirevire | 0% | 0% | 11 | accepted challenger |
| candidate-assessment | Codility | 0% | 27% | 15 | criticized challenger |
| candidate-assessment | The Predictive Index | 0% | 40% | 15 | criticized challenger |
| candidate-assessment | Criteria Corp | 0% | 42% | 33 | criticized challenger |
| candidate-assessment | SHL | 0% | 67% | 12 | criticized challenger |
| candidate-assessment | HireVue | 0% | 73% | 15 | criticized challenger |
| coaching-platforms | 15Five | 11% | 0% | 14 | accepted challenger |
| coaching-platforms | CoachHub | 7% | 69% | 42 | criticized challenger |
| coaching-platforms | Risely | 5% | 0% | 10 | accepted challenger |
| coaching-platforms | Simply.Coach | 4% | 0% | 21 | accepted challenger |
| coaching-platforms | CoachAccountable | 4% | 0% | 19 | accepted challenger |
| coaching-platforms | Delenta | 4% | 0% | 11 | accepted challenger |
| coaching-platforms | Paperbell | 2% | 12% | 16 | accepted challenger |
| coaching-platforms | BetterUp | 2% | 79% | 38 | criticized challenger |
| coaching-platforms | Torch | 0% | 81% | 16 | criticized challenger |
| coaching-platforms | EZRA | 0% | 93% | 15 | criticized challenger |
| compensation-benchmarking-data | Pave | 30% | 0% | 34 | endorsed leader |
| compensation-benchmarking-data | Payscale | 12% | 24% | 38 | accepted challenger |
| compensation-benchmarking-data | Comprehensive.io | 8% | 0% | 21 | accepted challenger |
| compensation-benchmarking-data | Salary.com CompAnalyst | 7% | 3% | 32 | accepted challenger |
| compensation-benchmarking-data | Ravio | 2% | 4% | 23 | accepted challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 2% | 83% | 30 | criticized challenger |
| compensation-benchmarking-data | Glassdoor | 0% | 45% | 11 | criticized challenger |
| compensation-benchmarking-data | Radford | 0% | 81% | 26 | criticized challenger |
| compensation-benchmarking-data | Willis Towers Watson | 0% | 100% | 10 | criticized challenger |
| compensation-management | Pave | 21% | 2% | 40 | accepted challenger |
| compensation-management | Compease | 16% | 6% | 16 | accepted challenger |
| compensation-management | BambooHR Compensation | 16% | 20% | 40 | accepted challenger |
| compensation-management | Salary.com | 5% | 29% | 17 | criticized challenger |
| compensation-management | Comprehensive | 4% | 0% | 17 | accepted challenger |
| compensation-management | QuotaPath | 4% | 0% | 13 | accepted challenger |
| compensation-management | Ravio | 4% | 4% | 24 | accepted challenger |
| compensation-management | Rippling | 2% | 7% | 14 | accepted challenger |
| compensation-management | Gusto | 2% | 8% | 12 | accepted challenger |
| compensation-management | HiBob | 2% | 17% | 12 | accepted challenger |
| compensation-management | Salary.com CompAnalyst | 2% | 20% | 10 | accepted challenger |
| compensation-management | Lattice Compensation | 2% | 20% | 10 | accepted challenger |
| compensation-management | Payscale | 2% | 33% | 15 | criticized challenger |
| compensation-management | Deel | 0% | 10% | 10 | accepted challenger |
| compensation-management | Paycom | 0% | 33% | 15 | criticized challenger |
| compensation-management | Lattice Compensate | 0% | 82% | 11 | criticized challenger |
| compliance-training | EasyLlama | 49% | 6% | 63 | endorsed leader |
| compliance-training | TalentLMS | 19% | 0% | 35 | accepted challenger |
| compliance-training | Traliant | 11% | 3% | 37 | accepted challenger |
| compliance-training | SC Training | 8% | 0% | 12 | accepted challenger |
| compliance-training | Ethena | 4% | 0% | 16 | accepted challenger |
| compliance-training | NAVEX | 4% | 55% | 22 | criticized challenger |
| compliance-training | Coggno | 2% | 9% | 11 | accepted challenger |
| compliance-training | iSpring Learn | 0% | 7% | 15 | accepted challenger |
| compliance-training | KnowBe4 Compliance Plus | 0% | 9% | 11 | accepted challenger |
| compliance-training | 360training | 0% | 60% | 10 | criticized challenger |
| contingent-workforce-management | VectorVMS | 26% | 11% | 27 | accepted challenger |
| contingent-workforce-management | SimpleVMS | 17% | 0% | 17 | accepted challenger |
| contingent-workforce-management | Upwork | 11% | 33% | 27 | criticized challenger |
| contingent-workforce-management | Conexis VMS | 9% | 0% | 12 | accepted challenger |
| contingent-workforce-management | TalentDesk.io | 6% | 10% | 10 | accepted challenger |
| contingent-workforce-management | Deel | 4% | 4% | 23 | accepted challenger |
| contingent-workforce-management | Remote | 2% | 0% | 10 | accepted challenger |
| contingent-workforce-management | Worksuite | 2% | 6% | 18 | accepted challenger |
| contingent-workforce-management | SimplifyVMS | 2% | 9% | 11 | accepted challenger |
| contingent-workforce-management | Worksome | 2% | 17% | 12 | accepted challenger |
| contingent-workforce-management | Workday VNDLY | 2% | 59% | 17 | criticized challenger |
| contingent-workforce-management | SAP Fieldglass | 2% | 78% | 36 | criticized challenger |
| contingent-workforce-management | Toptal | 0% | 25% | 12 | criticized challenger |
| contingent-workforce-management | Fiverr | 0% | 38% | 16 | criticized challenger |
| contingent-workforce-management | Beeline | 0% | 68% | 40 | criticized challenger |
| course-authoring-tools | iSpring Suite | 21% | 2% | 49 | accepted challenger |
| course-authoring-tools | H5P | 14% | 13% | 23 | accepted challenger |
| course-authoring-tools | Easygenerator | 11% | 0% | 28 | accepted challenger |
| course-authoring-tools | Thinkific | 11% | 0% | 12 | accepted challenger |
| course-authoring-tools | Articulate Rise 360 | 9% | 13% | 15 | accepted challenger |
| course-authoring-tools | Articulate 360 | 7% | 36% | 39 | criticized challenger |
| course-authoring-tools | LearnWorlds | 4% | 0% | 10 | accepted challenger |
| course-authoring-tools | Elucidat | 2% | 13% | 15 | accepted challenger |
| course-authoring-tools | Articulate Storyline | 2% | 50% | 10 | criticized challenger |
| course-authoring-tools | Genially | 0% | 10% | 10 | accepted challenger |
| course-authoring-tools | Adobe Captivate | 0% | 50% | 30 | criticized challenger |
| earned-wage-access | ZayZoon | 50% | 4% | 49 | endorsed leader |
| earned-wage-access | Tapcheck | 24% | 0% | 40 | accepted challenger |
| earned-wage-access | DailyPay | 12% | 28% | 47 | criticized challenger |
| earned-wage-access | EarnIn | 4% | 43% | 30 | criticized challenger |
| earned-wage-access | Rain | 0% | 0% | 18 | accepted challenger |
| earned-wage-access | Branch | 0% | 7% | 14 | accepted challenger |
| earned-wage-access | Payactiv | 0% | 19% | 37 | accepted challenger |
| employee-engagement-surveys | Workleap Officevibe | 41% | 9% | 56 | endorsed leader |
| employee-engagement-surveys | FeedbackPulse | 21% | 0% | 24 | accepted challenger |
| employee-engagement-surveys | 15Five Engage | 14% | 3% | 39 | accepted challenger |
| employee-engagement-surveys | SurveyMonkey | 4% | 12% | 16 | accepted challenger |
| employee-engagement-surveys | Bonusly | 0% | 0% | 16 | accepted challenger |
| employee-engagement-surveys | Connecteam | 0% | 0% | 10 | accepted challenger |
| employee-engagement-surveys | TINYpulse | 0% | 7% | 14 | accepted challenger |
| employee-engagement-surveys | Lattice | 0% | 50% | 18 | criticized challenger |
| employee-engagement-surveys | Culture Amp | 0% | 64% | 25 | criticized challenger |
| employee-giving-and-volunteering | Selflessly | 43% | 0% | 53 | endorsed leader |
| employee-giving-and-volunteering | Millie | 17% | 3% | 39 | accepted challenger |
| employee-giving-and-volunteering | Uncommon Giving | 7% | 3% | 34 | accepted challenger |
| employee-giving-and-volunteering | POINT | 6% | 15% | 20 | accepted challenger |
| employee-giving-and-volunteering | OnHand | 2% | 18% | 11 | accepted challenger |
| employee-giving-and-volunteering | Groundswell | 2% | 22% | 23 | accepted challenger |
| employee-giving-and-volunteering | Percent Pledge | 0% | 8% | 13 | accepted challenger |
| employee-giving-and-volunteering | Goodera | 0% | 30% | 10 | criticized challenger |
| employee-giving-and-volunteering | Chezuba | 0% | 30% | 10 | criticized challenger |
| employee-giving-and-volunteering | YourCause | 0% | 69% | 26 | criticized challenger |
| employee-giving-and-volunteering | Benevity Enterprise Impact Platform | 0% | 89% | 45 | criticized challenger |
| employee-monitoring | Hubstaff | 23% | 8% | 52 | accepted challenger |
| employee-monitoring | ActivTrak | 15% | 3% | 39 | accepted challenger |
| employee-monitoring | Apploye | 10% | 5% | 20 | accepted challenger |
| employee-monitoring | Time Doctor | 8% | 9% | 33 | accepted challenger |
| employee-monitoring | Clockify | 7% | 0% | 19 | accepted challenger |
| employee-monitoring | Toggl Track | 3% | 0% | 16 | accepted challenger |
| employee-monitoring | Insightful | 3% | 4% | 23 | accepted challenger |
| employee-monitoring | DeskTime | 2% | 0% | 21 | accepted challenger |
| employee-monitoring | Monitask | 0% | 6% | 18 | accepted challenger |
| employee-monitoring | Teramind | 0% | 54% | 26 | criticized challenger |
| employee-onboarding | BambooHR | 34% | 8% | 62 | endorsed leader |
| employee-onboarding | Gusto | 21% | 8% | 61 | accepted challenger |
| employee-onboarding | Rippling | 8% | 11% | 47 | accepted challenger |
| employee-onboarding | Connecteam | 5% | 0% | 12 | accepted challenger |
| employee-onboarding | Zoho People | 5% | 7% | 15 | accepted challenger |
| employee-onboarding | Deel | 3% | 0% | 12 | accepted challenger |
| employee-onboarding | Trainual | 3% | 7% | 15 | accepted challenger |
| employee-onboarding | Homebase | 3% | 11% | 19 | accepted challenger |
| employee-onboarding | Workday | 0% | 73% | 11 | criticized challenger |
| employee-wellbeing-and-mental-health | Wellable | 28% | 0% | 36 | accepted challenger |
| employee-wellbeing-and-mental-health | Woliba | 13% | 0% | 19 | accepted challenger |
| employee-wellbeing-and-mental-health | Vantage Fit | 8% | 0% | 20 | accepted challenger |
| employee-wellbeing-and-mental-health | YuMuuv | 8% | 0% | 23 | accepted challenger |
| employee-wellbeing-and-mental-health | Calmerry | 5% | 0% | 11 | accepted challenger |
| employee-wellbeing-and-mental-health | Headspace | 3% | 19% | 37 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 3% | 21% | 28 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellhub | 3% | 33% | 15 | criticized challenger |
| employee-wellbeing-and-mental-health | Limeade | 3% | 70% | 10 | criticized challenger |
| employee-wellbeing-and-mental-health | Avidon Health | 0% | 0% | 14 | accepted challenger |
| employee-wellbeing-and-mental-health | Personify Health | 0% | 75% | 12 | criticized challenger |
| financial-wellness-platforms | ZayZoon | 23% | 4% | 24 | accepted challenger |
| financial-wellness-platforms | Payactiv | 10% | 19% | 26 | accepted challenger |
| financial-wellness-platforms | LearnLux | 8% | 3% | 31 | accepted challenger |
| financial-wellness-platforms | SmartDollar | 8% | 21% | 28 | accepted challenger |
| financial-wellness-platforms | Origin | 5% | 0% | 12 | accepted challenger |
| financial-wellness-platforms | Enrich | 3% | 7% | 15 | accepted challenger |
| financial-wellness-platforms | Your Money Line | 3% | 9% | 11 | accepted challenger |
| financial-wellness-platforms | BrightPlan | 0% | 23% | 13 | accepted challenger |
| financial-wellness-platforms | DailyPay | 0% | 25% | 12 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 37% | 0% | 44 | endorsed leader |
| flexible-benefits-and-lifestyle-spending-accounts | JOON | 19% | 0% | 18 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 17% | 16% | 44 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Gusto | 11% | 12% | 32 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 9% | 27% | 44 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | ThrivePass | 4% | 21% | 14 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Fringe | 2% | 9% | 11 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Rippling | 0% | 12% | 16 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | BambooHR | 0% | 20% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Justworks | 0% | 33% | 12 | criticized challenger |
| frontline-employee-apps | Connecteam | 79% | 6% | 72 | endorsed leader |
| frontline-employee-apps | Blink | 8% | 10% | 39 | accepted challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 6% | 58% | 24 | criticized challenger |
| frontline-employee-apps | Homebase | 4% | 0% | 19 | accepted challenger |
| frontline-employee-apps | When I Work | 0% | 7% | 15 | accepted challenger |
| frontline-employee-apps | Deputy | 0% | 9% | 11 | accepted challenger |
| frontline-employee-apps | Beekeeper | 0% | 35% | 17 | criticized challenger |
| frontline-employee-apps | Staffbase | 0% | 64% | 22 | criticized challenger |
| frontline-employee-apps | Slack | 0% | 75% | 24 | criticized challenger |
| frontline-employee-apps | WhatsApp | 0% | 85% | 13 | criticized challenger |
| global-payroll-and-employer-of-record | Deel | 33% | 22% | 65 | endorsed leader |
| global-payroll-and-employer-of-record | RemoFirst | 31% | 5% | 38 | endorsed leader |
| global-payroll-and-employer-of-record | Remote | 12% | 16% | 56 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 8% | 19% | 31 | accepted challenger |
| global-payroll-and-employer-of-record | Multiplier | 4% | 8% | 26 | accepted challenger |
| global-payroll-and-employer-of-record | Native Teams | 4% | 9% | 11 | accepted challenger |
| global-payroll-and-employer-of-record | Gusto | 0% | 0% | 11 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 0% | 17% | 35 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 0% | 25% | 28 | criticized challenger |
| goals-and-okrs | Tability | 30% | 4% | 50 | endorsed leader |
| goals-and-okrs | Perdoo | 21% | 9% | 54 | accepted challenger |
| goals-and-okrs | Weekdone | 14% | 2% | 51 | accepted challenger |
| goals-and-okrs | Profit.co | 9% | 33% | 30 | criticized challenger |
| goals-and-okrs | Mooncamp | 5% | 10% | 20 | accepted challenger |
| goals-and-okrs | ClickUp | 4% | 7% | 28 | accepted challenger |
| goals-and-okrs | OKRs Tool | 4% | 12% | 25 | accepted challenger |
| goals-and-okrs | Teamflect | 2% | 5% | 19 | accepted challenger |
| goals-and-okrs | Asana | 2% | 13% | 23 | accepted challenger |
| goals-and-okrs | SimpleOKR | 0% | 8% | 12 | accepted challenger |
| goals-and-okrs | Monday.com | 0% | 10% | 10 | accepted challenger |
| goals-and-okrs | Notion | 0% | 10% | 10 | accepted challenger |
| goals-and-okrs | 15Five | 0% | 39% | 18 | criticized challenger |
| goals-and-okrs | Quantive | 0% | 40% | 10 | criticized challenger |
| goals-and-okrs | Lattice | 0% | 48% | 33 | criticized challenger |
| goals-and-okrs | Betterworks | 0% | 69% | 13 | criticized challenger |
| goals-and-okrs | WorkBoard | 0% | 80% | 15 | criticized challenger |
| hr-ai-assistants | Ask BambooHR | 32% | 4% | 46 | endorsed leader |
| hr-ai-assistants | MeBeBot | 20% | 0% | 18 | accepted challenger |
| hr-ai-assistants | Gusto | 8% | 0% | 26 | accepted challenger |
| hr-ai-assistants | Claude | 6% | 21% | 14 | accepted challenger |
| hr-ai-assistants | ChatGPT | 6% | 23% | 22 | accepted challenger |
| hr-ai-assistants | Factorial | 2% | 0% | 12 | accepted challenger |
| hr-ai-assistants | Rippling | 2% | 24% | 17 | accepted challenger |
| hr-ai-assistants | Personio | 0% | 0% | 11 | accepted challenger |
| hr-ai-assistants | Paradox | 0% | 50% | 10 | criticized challenger |
| hr-ai-assistants | Leena AI | 0% | 60% | 15 | criticized challenger |
| hr-ai-assistants | Workday Illuminate | 0% | 100% | 10 | criticized challenger |
| hr-compliance-and-policy-management | Gusto | 21% | 2% | 50 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 12% | 8% | 40 | accepted challenger |
| hr-compliance-and-policy-management | Justworks | 7% | 3% | 31 | accepted challenger |
| hr-compliance-and-policy-management | Rippling | 5% | 12% | 32 | accepted challenger |
| hr-compliance-and-policy-management | Homebase | 3% | 0% | 12 | accepted challenger |
| hr-compliance-and-policy-management | Mitratech Mineral | 3% | 0% | 17 | accepted challenger |
| hr-compliance-and-policy-management | Zenefits | 3% | 21% | 14 | accepted challenger |
| hr-compliance-and-policy-management | SixFifty | 2% | 0% | 13 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 0% | 33% | 12 | criticized challenger |
| hr-help-desk-and-case-management | BambooHR | 26% | 8% | 38 | accepted challenger |
| hr-help-desk-and-case-management | Zoho Desk | 25% | 0% | 24 | accepted challenger |
| hr-help-desk-and-case-management | HelpDesk.com | 11% | 0% | 20 | accepted challenger |
| hr-help-desk-and-case-management | Hiver | 7% | 0% | 20 | accepted challenger |
| hr-help-desk-and-case-management | Zoho People | 5% | 0% | 17 | accepted challenger |
| hr-help-desk-and-case-management | Jira Service Management | 5% | 13% | 15 | accepted challenger |
| hr-help-desk-and-case-management | Freshdesk | 4% | 0% | 12 | accepted challenger |
| hr-help-desk-and-case-management | Gusto | 4% | 6% | 17 | accepted challenger |
| hr-help-desk-and-case-management | Zendesk | 2% | 16% | 32 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 0% | 15% | 13 | accepted challenger |
| hr-help-desk-and-case-management | Rippling | 0% | 25% | 20 | criticized challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 0% | 89% | 19 | criticized challenger |
| hr-help-desk-and-case-management | Workday HR Service Delivery | 0% | 100% | 14 | criticized challenger |
| hris-and-hcm-platforms | Gusto | 32% | 3% | 69 | endorsed leader |
| hris-and-hcm-platforms | BambooHR | 29% | 4% | 68 | accepted challenger |
| hris-and-hcm-platforms | Zoho People | 19% | 4% | 23 | accepted challenger |
| hris-and-hcm-platforms | Rippling | 14% | 16% | 57 | accepted challenger |
| hris-and-hcm-platforms | Deel | 2% | 10% | 10 | accepted challenger |
| hris-and-hcm-platforms | Justworks | 0% | 0% | 13 | accepted challenger |
| hris-and-hcm-platforms | HiBob | 0% | 0% | 11 | accepted challenger |
| hris-and-hcm-platforms | ADP RUN | 0% | 30% | 10 | criticized challenger |
| hris-and-hcm-platforms | ADP Workforce Now | 0% | 50% | 12 | criticized challenger |
| hris-and-hcm-platforms | Workday HCM | 0% | 100% | 13 | criticized challenger |
| hsa-and-fsa-administration | Lively | 37% | 4% | 48 | endorsed leader |
| hsa-and-fsa-administration | Gusto | 10% | 0% | 13 | accepted challenger |
| hsa-and-fsa-administration | HealthEquity | 8% | 25% | 44 | criticized challenger |
| hsa-and-fsa-administration | Fidelity HSA | 7% | 0% | 32 | accepted challenger |
| hsa-and-fsa-administration | WEX Benefits | 7% | 15% | 27 | accepted challenger |
| hsa-and-fsa-administration | Alegeus | 3% | 10% | 10 | accepted challenger |
| hsa-and-fsa-administration | Navia Benefit Solutions | 2% | 14% | 14 | accepted challenger |
| hsa-and-fsa-administration | WEX Health | 2% | 15% | 13 | accepted challenger |
| hsa-and-fsa-administration | HSA Bank | 0% | 17% | 24 | accepted challenger |
| internal-communications-and-intranet | Slack | 20% | 6% | 17 | accepted challenger |
| internal-communications-and-intranet | Connecteam | 18% | 0% | 32 | accepted challenger |
| internal-communications-and-intranet | Google Sites | 9% | 7% | 27 | accepted challenger |
| internal-communications-and-intranet | Notion | 9% | 8% | 25 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 7% | 45% | 47 | criticized challenger |
| internal-communications-and-intranet | Oak Engage | 5% | 0% | 10 | accepted challenger |
| internal-communications-and-intranet | Zoho Connect | 4% | 0% | 14 | accepted challenger |
| internal-communications-and-intranet | Softr | 4% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Jostle | 2% | 0% | 34 | accepted challenger |
| internal-communications-and-intranet | Microsoft Teams | 2% | 6% | 18 | accepted challenger |
| internal-communications-and-intranet | Happeo | 2% | 9% | 22 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 2% | 56% | 34 | criticized challenger |
| internal-communications-and-intranet | Simpplr | 2% | 70% | 30 | criticized challenger |
| internal-communications-and-intranet | Atlassian Confluence | 0% | 20% | 20 | accepted challenger |
| internal-communications-and-intranet | Staffbase | 0% | 76% | 17 | criticized challenger |
| internal-communications-and-intranet | LumApps | 0% | 83% | 12 | criticized challenger |
| internal-talent-marketplace | TalentGuard | 18% | 6% | 17 | accepted challenger |
| internal-talent-marketplace | BambooHR | 7% | 0% | 12 | accepted challenger |
| internal-talent-marketplace | Notion | 4% | 0% | 10 | accepted challenger |
| internal-talent-marketplace | Fuel50 | 4% | 63% | 30 | criticized challenger |
| internal-talent-marketplace | Gloat | 2% | 83% | 30 | criticized challenger |
| internal-talent-marketplace | Toptal | 0% | 26% | 19 | criticized challenger |
| internal-talent-marketplace | PeoplePerHour | 0% | 30% | 10 | criticized challenger |
| internal-talent-marketplace | 365Talents | 0% | 50% | 12 | criticized challenger |
| internal-talent-marketplace | Upwork | 0% | 50% | 26 | criticized challenger |
| internal-talent-marketplace | Fiverr | 0% | 50% | 24 | criticized challenger |
| internal-talent-marketplace | Eightfold AI | 0% | 75% | 20 | criticized challenger |
| internal-talent-marketplace | Freelancer.com | 0% | 75% | 16 | criticized challenger |
| interview-scheduling | Calendly | 41% | 11% | 64 | endorsed leader |
| interview-scheduling | Koalendar | 14% | 0% | 18 | accepted challenger |
| interview-scheduling | Workable | 7% | 11% | 18 | accepted challenger |
| interview-scheduling | Breezy HR | 5% | 0% | 15 | accepted challenger |
| interview-scheduling | Ashby | 5% | 15% | 13 | accepted challenger |
| interview-scheduling | Cal.com | 3% | 0% | 20 | accepted challenger |
| interview-scheduling | Greenhouse | 3% | 41% | 22 | criticized challenger |
| interview-scheduling | YouCanBookMe | 2% | 0% | 20 | accepted challenger |
| interview-scheduling | Setmore | 2% | 8% | 12 | accepted challenger |
| interview-scheduling | Lever | 2% | 33% | 18 | criticized challenger |
| interview-scheduling | GoodTime | 2% | 61% | 38 | criticized challenger |
| interview-scheduling | Microsoft Bookings | 0% | 7% | 14 | accepted challenger |
| interview-scheduling | Google Calendar | 0% | 47% | 15 | criticized challenger |
| interview-scheduling | ModernLoop | 0% | 50% | 24 | criticized challenger |
| interview-scheduling | Paradox | 0% | 71% | 14 | criticized challenger |
| job-advertising-and-distribution | JobTarget | 24% | 9% | 23 | accepted challenger |
| job-advertising-and-distribution | Joveo | 13% | 54% | 26 | criticized challenger |
| job-advertising-and-distribution | Appcast | 11% | 55% | 33 | criticized challenger |
| job-advertising-and-distribution | JazzHR | 7% | 0% | 17 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 7% | 12% | 33 | accepted challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 2% | 22% | 32 | accepted challenger |
| job-advertising-and-distribution | Workable | 2% | 27% | 11 | criticized challenger |
| job-advertising-and-distribution | Google for Jobs | 0% | 0% | 20 | accepted challenger |
| job-advertising-and-distribution | Glassdoor | 0% | 18% | 11 | accepted challenger |
| job-advertising-and-distribution | Indeed | 0% | 22% | 37 | accepted challenger |
| job-advertising-and-distribution | Dice | 0% | 27% | 11 | criticized challenger |
| job-advertising-and-distribution | Recruitics | 0% | 40% | 15 | criticized challenger |
| job-advertising-and-distribution | Craigslist | 0% | 45% | 11 | criticized challenger |
| learning-experience-platforms | GoSkills | 50% | 4% | 50 | endorsed leader |
| learning-experience-platforms | TalentLMS | 22% | 2% | 46 | accepted challenger |
| learning-experience-platforms | 360Learning | 11% | 7% | 46 | accepted challenger |
| learning-experience-platforms | LearnWorlds | 4% | 5% | 19 | accepted challenger |
| learning-experience-platforms | Thinkific | 2% | 0% | 11 | accepted challenger |
| learning-experience-platforms | SC Training | 2% | 0% | 18 | accepted challenger |
| learning-experience-platforms | Absorb LMS | 2% | 58% | 12 | criticized challenger |
| learning-experience-platforms | Moodle | 0% | 30% | 10 | criticized challenger |
| learning-experience-platforms | Docebo | 0% | 90% | 30 | criticized challenger |
| learning-experience-platforms | Degreed | 0% | 95% | 21 | criticized challenger |
| learning-experience-platforms | Cornerstone OnDemand | 0% | 96% | 24 | criticized challenger |
| learning-management-systems | TalentLMS | 75% | 3% | 67 | endorsed leader |
| learning-management-systems | Zoho Learn | 4% | 4% | 27 | accepted challenger |
| learning-management-systems | Trainual | 4% | 5% | 22 | accepted challenger |
| learning-management-systems | LearnWorlds | 4% | 15% | 26 | accepted challenger |
| learning-management-systems | Thinkific | 4% | 15% | 13 | accepted challenger |
| learning-management-systems | GoSkills | 2% | 0% | 12 | accepted challenger |
| learning-management-systems | iSpring Learn | 2% | 10% | 40 | accepted challenger |
| learning-management-systems | Docebo | 2% | 42% | 26 | criticized challenger |
| learning-management-systems | Connecteam | 0% | 8% | 13 | accepted challenger |
| learning-management-systems | 360Learning | 0% | 13% | 15 | accepted challenger |
| learning-management-systems | LearnUpon | 0% | 17% | 12 | accepted challenger |
| learning-management-systems | Absorb LMS | 0% | 39% | 18 | criticized challenger |
| learning-management-systems | Moodle | 0% | 47% | 38 | criticized challenger |
| leave-and-absence-management | Vacation Tracker | 23% | 8% | 40 | accepted challenger |
| leave-and-absence-management | BambooHR | 21% | 27% | 45 | criticized challenger |
| leave-and-absence-management | LeaveBoard | 13% | 6% | 32 | accepted challenger |
| leave-and-absence-management | Timetastic | 9% | 4% | 24 | accepted challenger |
| leave-and-absence-management | Day Off | 4% | 0% | 16 | accepted challenger |
| leave-and-absence-management | Factorial | 4% | 21% | 19 | accepted challenger |
| leave-and-absence-management | AttendanceBot | 2% | 0% | 11 | accepted challenger |
| leave-and-absence-management | Calamari | 2% | 0% | 12 | accepted challenger |
| leave-and-absence-management | Connecteam | 2% | 0% | 11 | accepted challenger |
| leave-and-absence-management | Gusto | 2% | 8% | 25 | accepted challenger |
| leave-and-absence-management | Zoho People | 2% | 12% | 16 | accepted challenger |
| leave-and-absence-management | actiPLANS | 0% | 0% | 14 | accepted challenger |
| leave-and-absence-management | Leave Dates | 0% | 7% | 14 | accepted challenger |
| leave-and-absence-management | Rippling | 0% | 46% | 13 | criticized challenger |
| mentoring-software | Mentorloop | 37% | 4% | 46 | endorsed leader |
| mentoring-software | PushFar | 19% | 0% | 37 | accepted challenger |
| mentoring-software | MentorCity | 8% | 0% | 11 | accepted challenger |
| mentoring-software | Qooper | 8% | 35% | 40 | criticized challenger |
| mentoring-software | Together | 6% | 43% | 44 | criticized challenger |
| mentoring-software | MentorcliQ | 4% | 68% | 38 | criticized challenger |
| mentoring-software | MicroMentor | 2% | 7% | 29 | accepted challenger |
| mentoring-software | MentorCruise | 2% | 20% | 10 | accepted challenger |
| mentoring-software | SCORE | 0% | 0% | 19 | accepted challenger |
| mentoring-software | ADPList | 0% | 8% | 13 | accepted challenger |
| mentoring-software | GrowthMentor | 0% | 10% | 21 | accepted challenger |
| mentoring-software | Chronus | 0% | 79% | 34 | criticized challenger |
| online-course-libraries | Udemy Business | 37% | 15% | 55 | endorsed leader |
| online-course-libraries | LinkedIn Learning | 22% | 26% | 57 | criticized challenger |
| online-course-libraries | TalentLMS | 11% | 0% | 28 | accepted challenger |
| online-course-libraries | GoSkills | 9% | 0% | 27 | accepted challenger |
| online-course-libraries | Coursera for Business | 2% | 37% | 41 | criticized challenger |
| online-course-libraries | Thinkific | 0% | 9% | 11 | accepted challenger |
| online-course-libraries | Pluralsight | 0% | 45% | 22 | criticized challenger |
| online-course-libraries | Skillsoft Percipio | 0% | 72% | 18 | criticized challenger |
| org-charts-and-org-design | Organimi | 32% | 2% | 52 | endorsed leader |
| org-charts-and-org-design | Lucidchart | 19% | 20% | 66 | accepted challenger |
| org-charts-and-org-design | draw.io | 13% | 14% | 28 | accepted challenger |
| org-charts-and-org-design | Pingboard | 11% | 18% | 34 | accepted challenger |
| org-charts-and-org-design | BambooHR | 4% | 5% | 20 | accepted challenger |
| org-charts-and-org-design | ChartHop | 4% | 25% | 32 | criticized challenger |
| org-charts-and-org-design | Creately | 2% | 18% | 28 | accepted challenger |
| org-charts-and-org-design | Canva | 2% | 23% | 26 | accepted challenger |
| org-charts-and-org-design | Miro | 2% | 24% | 33 | accepted challenger |
| org-charts-and-org-design | Deel | 0% | 0% | 10 | accepted challenger |
| org-charts-and-org-design | The Org | 0% | 9% | 11 | accepted challenger |
| org-charts-and-org-design | OrgChart | 0% | 13% | 15 | accepted challenger |
| org-charts-and-org-design | SmartDraw | 0% | 31% | 16 | criticized challenger |
| org-charts-and-org-design | Microsoft Visio | 0% | 48% | 27 | criticized challenger |
| org-charts-and-org-design | Microsoft PowerPoint | 0% | 70% | 10 | criticized challenger |
| pay-equity | Gusto | 31% | 0% | 33 | endorsed leader |
| pay-equity | Pave | 6% | 0% | 14 | accepted challenger |
| pay-equity | OpenComp | 6% | 8% | 13 | accepted challenger |
| pay-equity | HRSoft | 6% | 11% | 18 | accepted challenger |
| pay-equity | PayAnalytics | 4% | 12% | 17 | accepted challenger |
| pay-equity | Payscale | 4% | 12% | 25 | accepted challenger |
| pay-equity | Salary.com Pay Equity | 4% | 15% | 13 | accepted challenger |
| pay-equity | Ravio | 2% | 8% | 13 | accepted challenger |
| pay-equity | BambooHR | 2% | 8% | 12 | accepted challenger |
| pay-equity | HiBob | 2% | 9% | 11 | accepted challenger |
| pay-equity | Trusaic PayParity | 0% | 77% | 30 | criticized challenger |
| pay-equity | Syndio | 0% | 80% | 41 | criticized challenger |
| pay-equity | beqom Pay Equity | 0% | 85% | 20 | criticized challenger |
| payroll-software | Gusto | 49% | 13% | 71 | endorsed leader |
| payroll-software | Patriot Payroll | 22% | 6% | 33 | accepted challenger |
| payroll-software | QuickBooks Payroll | 10% | 15% | 39 | accepted challenger |
| payroll-software | OnPay | 6% | 5% | 43 | accepted challenger |
| payroll-software | Square Payroll | 2% | 9% | 11 | accepted challenger |
| payroll-software | Rippling | 2% | 16% | 32 | accepted challenger |
| payroll-software | ADP | 2% | 57% | 21 | criticized challenger |
| payroll-software | ADP RUN | 0% | 18% | 28 | accepted challenger |
| payroll-software | Wave Payroll | 0% | 20% | 10 | accepted challenger |
| payroll-software | Deel | 0% | 30% | 10 | criticized challenger |
| payroll-software | Paychex Flex | 0% | 36% | 36 | criticized challenger |
| peo-providers | Justworks | 70% | 0% | 55 | endorsed leader |
| peo-providers | TriNet | 9% | 15% | 46 | accepted challenger |
| peo-providers | Rippling | 6% | 5% | 22 | accepted challenger |
| peo-providers | Paychex PEO | 4% | 0% | 11 | accepted challenger |
| peo-providers | Insperity | 2% | 17% | 29 | accepted challenger |
| peo-providers | ADP TotalSource | 2% | 19% | 42 | accepted challenger |
| peo-providers | Paychex | 2% | 33% | 12 | criticized challenger |
| peo-providers | Gusto | 0% | 20% | 10 | accepted challenger |
| people-analytics | BambooHR | 53% | 3% | 64 | endorsed leader |
| people-analytics | ChartHop | 8% | 28% | 39 | criticized challenger |
| people-analytics | Rippling | 7% | 0% | 38 | accepted challenger |
| people-analytics | Personio | 5% | 0% | 23 | accepted challenger |
| people-analytics | HiBob | 5% | 5% | 21 | accepted challenger |
| people-analytics | Factorial | 3% | 0% | 16 | accepted challenger |
| people-analytics | Lattice | 3% | 12% | 26 | accepted challenger |
| people-analytics | Leapsome | 2% | 0% | 14 | accepted challenger |
| people-analytics | ThriveSparrow | 0% | 0% | 11 | accepted challenger |
| people-analytics | Gusto | 0% | 6% | 17 | accepted challenger |
| people-analytics | Culture Amp | 0% | 8% | 13 | accepted challenger |
| people-analytics | Crunchr | 0% | 65% | 23 | criticized challenger |
| people-analytics | Eletive | 0% | 75% | 12 | criticized challenger |
| people-analytics | Visier | 0% | 86% | 37 | criticized challenger |
| people-analytics | Workday People Analytics | 0% | 95% | 19 | criticized challenger |
| people-analytics | One Model | 0% | 95% | 20 | criticized challenger |
| performance-management | Zoho People | 18% | 0% | 24 | accepted challenger |
| performance-management | Lattice | 16% | 40% | 52 | criticized challenger |
| performance-management | 15Five | 14% | 8% | 53 | accepted challenger |
| performance-management | Leapsome | 11% | 10% | 31 | accepted challenger |
| performance-management | Effy AI | 9% | 0% | 23 | accepted challenger |
| performance-management | ThriveSparrow | 9% | 0% | 15 | accepted challenger |
| performance-management | BambooHR | 9% | 8% | 48 | accepted challenger |
| performance-management | PerformYard | 5% | 7% | 30 | accepted challenger |
| performance-management | Small Improvements | 4% | 10% | 21 | accepted challenger |
| performance-management | Teamflect | 2% | 0% | 20 | accepted challenger |
| performance-management | Culture Amp | 0% | 50% | 12 | criticized challenger |
| performance-management | Workday HCM Performance Management | 0% | 100% | 12 | criticized challenger |
| recognition-and-rewards | Bonusly | 60% | 0% | 66 | endorsed leader |
| recognition-and-rewards | Matter | 10% | 0% | 25 | accepted challenger |
| recognition-and-rewards | Guusto | 8% | 0% | 28 | accepted challenger |
| recognition-and-rewards | Nectar | 8% | 11% | 53 | accepted challenger |
| recognition-and-rewards | Awardco | 4% | 37% | 27 | criticized challenger |
| recognition-and-rewards | Assembly | 2% | 0% | 26 | accepted challenger |
| recognition-and-rewards | Kudos | 0% | 13% | 23 | accepted challenger |
| recognition-and-rewards | Motivosity | 0% | 44% | 25 | criticized challenger |
| recognition-and-rewards | Achievers | 0% | 91% | 11 | criticized challenger |
| recruiting-crm-and-sourcing | Manatal | 25% | 0% | 37 | accepted challenger |
| recruiting-crm-and-sourcing | Pin | 17% | 0% | 29 | accepted challenger |
| recruiting-crm-and-sourcing | Zoho Recruit | 11% | 0% | 19 | accepted challenger |
| recruiting-crm-and-sourcing | Recruit CRM | 6% | 10% | 10 | accepted challenger |
| recruiting-crm-and-sourcing | Workable | 5% | 0% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 5% | 45% | 31 | criticized challenger |
| recruiting-crm-and-sourcing | Breezy HR | 3% | 0% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | Juicebox | 2% | 5% | 20 | accepted challenger |
| recruiting-crm-and-sourcing | Gem | 2% | 19% | 16 | accepted challenger |
| recruiting-crm-and-sourcing | Loxo | 0% | 7% | 14 | accepted challenger |
| recruiting-crm-and-sourcing | hireEZ | 0% | 37% | 19 | criticized challenger |
| recruiting-crm-and-sourcing | SeekOut | 0% | 40% | 15 | criticized challenger |
| recruitment-marketing-and-career-sites | Manatal | 12% | 0% | 27 | accepted challenger |
| recruitment-marketing-and-career-sites | Workable | 12% | 5% | 39 | accepted challenger |
| recruitment-marketing-and-career-sites | Zoho Recruit | 12% | 6% | 35 | accepted challenger |
| recruitment-marketing-and-career-sites | JazzHR | 11% | 0% | 34 | accepted challenger |
| recruitment-marketing-and-career-sites | Breezy HR | 11% | 0% | 25 | accepted challenger |
| recruitment-marketing-and-career-sites | 100Hires | 7% | 0% | 13 | accepted challenger |
| recruitment-marketing-and-career-sites | Teamtailor | 7% | 6% | 17 | accepted challenger |
| recruitment-marketing-and-career-sites | TalentLyft | 4% | 0% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | Greenhouse | 4% | 31% | 13 | criticized challenger |
| recruitment-marketing-and-career-sites | Recruitee | 2% | 14% | 14 | accepted challenger |
| recruitment-marketing-and-career-sites | Indeed | 0% | 55% | 11 | criticized challenger |
| recruitment-marketing-and-career-sites | LinkedIn Talent Solutions | 0% | 59% | 17 | criticized challenger |
| recruitment-marketing-and-career-sites | Beamery | 0% | 92% | 13 | criticized challenger |
| recruitment-marketing-and-career-sites | Phenom | 0% | 100% | 13 | criticized challenger |
| skills-intelligence | Skills Base | 45% | 0% | 39 | endorsed leader |
| skills-intelligence | SkillPanel | 11% | 13% | 15 | accepted challenger |
| skills-intelligence | iMocha | 7% | 7% | 14 | accepted challenger |
| skills-intelligence | Eightfold AI | 4% | 77% | 22 | criticized challenger |
| skills-intelligence | MuchSkills | 2% | 0% | 21 | accepted challenger |
| skills-intelligence | AG5 | 2% | 0% | 14 | accepted challenger |
| skills-intelligence | Gloat | 2% | 82% | 22 | criticized challenger |
| skills-intelligence | SkillsDB | 0% | 0% | 14 | accepted challenger |
| skills-intelligence | GoSkills | 0% | 0% | 12 | accepted challenger |
| skills-intelligence | Pluralsight Skills | 0% | 30% | 10 | criticized challenger |
| skills-intelligence | Udemy Business | 0% | 50% | 12 | criticized challenger |
| staffing-agency-platforms | Zoho Recruit | 36% | 0% | 54 | endorsed leader |
| staffing-agency-platforms | Recruit CRM | 26% | 7% | 46 | accepted challenger |
| staffing-agency-platforms | Manatal | 14% | 0% | 34 | accepted challenger |
| staffing-agency-platforms | Bullhorn | 4% | 66% | 38 | criticized challenger |
| staffing-agency-platforms | 100Hires | 2% | 0% | 16 | accepted challenger |
| staffing-agency-platforms | Crelate | 2% | 0% | 10 | accepted challenger |
| staffing-agency-platforms | Loxo | 2% | 0% | 10 | accepted challenger |
| staffing-agency-platforms | Recruiterflow | 0% | 0% | 19 | accepted challenger |
| staffing-agency-platforms | JazzHR | 0% | 13% | 15 | accepted challenger |
| staffing-agency-platforms | Upwork | 0% | 30% | 10 | criticized challenger |
| succession-planning | BambooHR | 18% | 10% | 42 | accepted challenger |
| succession-planning | SuccessionNow | 16% | 13% | 31 | accepted challenger |
| succession-planning | PerformYard | 11% | 0% | 34 | accepted challenger |
| succession-planning | Paycor | 9% | 5% | 19 | accepted challenger |
| succession-planning | Lattice | 9% | 31% | 35 | criticized challenger |
| succession-planning | Teamflect | 7% | 0% | 12 | accepted challenger |
| succession-planning | Creately | 7% | 9% | 11 | accepted challenger |
| succession-planning | 15Five | 4% | 17% | 12 | accepted challenger |
| succession-planning | Leapsome | 4% | 27% | 15 | criticized challenger |
| succession-planning | Workday Succession Planning | 0% | 95% | 21 | criticized challenger |
| succession-planning | SAP SuccessFactors Succession & Development | 0% | 100% | 20 | criticized challenger |
| talent-intelligence | Pin | 21% | 0% | 30 | accepted challenger |
| talent-intelligence | Metaview | 10% | 9% | 22 | accepted challenger |
| talent-intelligence | Loxo | 10% | 12% | 26 | accepted challenger |
| talent-intelligence | Gem | 8% | 3% | 34 | accepted challenger |
| talent-intelligence | Manatal | 6% | 6% | 16 | accepted challenger |
| talent-intelligence | Zoho Recruit | 4% | 0% | 12 | accepted challenger |
| talent-intelligence | SeekOut | 4% | 24% | 25 | accepted challenger |
| talent-intelligence | Ashby | 2% | 6% | 18 | accepted challenger |
| talent-intelligence | Juicebox | 2% | 6% | 18 | accepted challenger |
| talent-intelligence | hireEZ | 2% | 12% | 33 | accepted challenger |
| talent-intelligence | Eightfold AI | 2% | 84% | 37 | criticized challenger |
| talent-intelligence | Phenom | 2% | 84% | 25 | criticized challenger |
| talent-intelligence | Greenhouse | 0% | 30% | 10 | criticized challenger |
| talent-intelligence | LinkedIn Talent Insights | 0% | 44% | 16 | criticized challenger |
| talent-intelligence | Beamery | 0% | 83% | 24 | criticized challenger |
| talent-intelligence | Gloat | 0% | 83% | 24 | criticized challenger |
| technical-hiring-assessments | Coderbyte | 22% | 17% | 41 | accepted challenger |
| technical-hiring-assessments | CoderPad | 17% | 4% | 46 | accepted challenger |
| technical-hiring-assessments | TestGorilla | 14% | 25% | 48 | criticized challenger |
| technical-hiring-assessments | HackerRank | 12% | 46% | 56 | criticized challenger |
| technical-hiring-assessments | CodeSignal | 5% | 47% | 38 | criticized challenger |
| technical-hiring-assessments | TestDome | 3% | 5% | 19 | accepted challenger |
| technical-hiring-assessments | Codility | 3% | 54% | 46 | criticized challenger |
| technical-hiring-assessments | Adaface | 2% | 17% | 12 | accepted challenger |
| time-and-attendance | Harvest | 23% | 0% | 16 | accepted challenger |
| time-and-attendance | Clockify | 19% | 2% | 45 | accepted challenger |
| time-and-attendance | Homebase | 13% | 2% | 41 | accepted challenger |
| time-and-attendance | Jibble | 8% | 0% | 18 | accepted challenger |
| time-and-attendance | Connecteam | 6% | 5% | 41 | accepted challenger |
| time-and-attendance | Buddy Punch | 6% | 9% | 23 | accepted challenger |
| time-and-attendance | QuickBooks Time | 4% | 16% | 37 | accepted challenger |
| time-and-attendance | Toggl Track | 2% | 0% | 20 | accepted challenger |
| time-and-attendance | TimeCamp | 2% | 0% | 13 | accepted challenger |
| time-and-attendance | Deputy | 0% | 0% | 20 | accepted challenger |
| time-and-attendance | Hubstaff | 0% | 10% | 10 | accepted challenger |
| time-and-attendance | When I Work | 0% | 18% | 11 | accepted challenger |
| video-interviewing | Hireflix | 43% | 0% | 54 | endorsed leader |
| video-interviewing | Spark Hire | 14% | 32% | 62 | criticized challenger |
| video-interviewing | Willo | 12% | 2% | 51 | accepted challenger |
| video-interviewing | EasyHire.me | 10% | 6% | 18 | accepted challenger |
| video-interviewing | myInterview | 8% | 14% | 22 | accepted challenger |
| video-interviewing | Hirevire | 6% | 0% | 12 | accepted challenger |
| video-interviewing | Google Meet | 2% | 18% | 11 | accepted challenger |
| video-interviewing | Jobma | 0% | 18% | 11 | accepted challenger |
| video-interviewing | Zoom | 0% | 25% | 16 | criticized challenger |
| video-interviewing | VidCruiter | 0% | 70% | 27 | criticized challenger |
| video-interviewing | HireVue | 0% | 74% | 35 | criticized challenger |
| whistleblowing-and-investigations | FaceUp | 23% | 5% | 44 | accepted challenger |
| whistleblowing-and-investigations | Whistlelink | 22% | 2% | 42 | accepted challenger |
| whistleblowing-and-investigations | SafeHotline | 5% | 0% | 14 | accepted challenger |
| whistleblowing-and-investigations | NAVEX EthicsPoint | 5% | 27% | 15 | criticized challenger |
| whistleblowing-and-investigations | Walor | 3% | 0% | 11 | accepted challenger |
| whistleblowing-and-investigations | Whistleblower Software | 3% | 6% | 18 | accepted challenger |
| whistleblowing-and-investigations | AllVoices | 3% | 8% | 12 | accepted challenger |
| whistleblowing-and-investigations | Whispli | 3% | 12% | 17 | accepted challenger |
| whistleblowing-and-investigations | Case IQ | 2% | 20% | 10 | accepted challenger |
| whistleblowing-and-investigations | NAVEX One | 0% | 80% | 20 | criticized challenger |
| workforce-management-suites | Homebase | 45% | 2% | 57 | endorsed leader |
| workforce-management-suites | Zoho People | 10% | 4% | 23 | accepted challenger |
| workforce-management-suites | Connecteam | 9% | 0% | 42 | accepted challenger |
| workforce-management-suites | Rippling | 9% | 11% | 18 | accepted challenger |
| workforce-management-suites | Deputy | 7% | 12% | 43 | accepted challenger |
| workforce-management-suites | When I Work | 5% | 2% | 58 | accepted challenger |
| workforce-management-suites | Gusto | 5% | 8% | 12 | accepted challenger |
| workforce-management-suites | BambooHR | 3% | 6% | 16 | accepted challenger |
| workforce-management-suites | 7shifts | 0% | 17% | 12 | accepted challenger |
| workforce-management-suites | ADP Workforce Now | 0% | 60% | 10 | criticized challenger |
| workforce-management-suites | UKG Pro | 0% | 89% | 19 | criticized challenger |
| workforce-management-suites | Oracle Fusion Cloud HCM | 0% | 92% | 13 | criticized challenger |
| workforce-management-suites | SAP SuccessFactors | 0% | 94% | 17 | criticized challenger |
| workforce-management-suites | Workday Workforce Management | 0% | 95% | 19 | criticized challenger |
| workforce-planning | ChartHop | 31% | 5% | 40 | endorsed leader |
| workforce-planning | Homebase | 20% | 3% | 33 | accepted challenger |
| workforce-planning | Connecteam | 8% | 0% | 13 | accepted challenger |
| workforce-planning | Rippling | 8% | 6% | 31 | accepted challenger |
| workforce-planning | Zoho People | 6% | 8% | 13 | accepted challenger |
| workforce-planning | BambooHR | 6% | 9% | 32 | accepted challenger |
| workforce-planning | Gusto | 2% | 8% | 13 | accepted challenger |
| workforce-planning | TeamOhana | 2% | 27% | 11 | criticized challenger |
| workforce-planning | Deputy | 0% | 0% | 11 | accepted challenger |
| workforce-planning | When I Work | 0% | 6% | 16 | accepted challenger |
| workforce-planning | Workday Adaptive Planning | 0% | 89% | 18 | criticized challenger |
| workforce-planning | SAP SuccessFactors Workforce Planning | 0% | 92% | 13 | criticized challenger |
| workforce-planning | Anaplan | 0% | 100% | 23 | criticized challenger |
| workforce-scheduling | Homebase | 26% | 2% | 52 | accepted challenger |
| workforce-scheduling | Sling | 23% | 0% | 31 | accepted challenger |
| workforce-scheduling | When I Work | 19% | 6% | 48 | accepted challenger |
| workforce-scheduling | Connecteam | 18% | 8% | 48 | accepted challenger |
| workforce-scheduling | Deputy | 2% | 9% | 33 | accepted challenger |
| workforce-scheduling | Buddy Punch | 2% | 20% | 10 | accepted challenger |
| workforce-scheduling | Calendly | 2% | 28% | 29 | criticized challenger |
| workforce-scheduling | 7shifts | 0% | 10% | 21 | accepted challenger |
| workforce-scheduling | Acuity Scheduling | 0% | 33% | 12 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (2 products, 18 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude | 2/0/2 |  | 2/1/3 | 1/0/1 | 0/1/1 | 2/0/2 | 1/0/1 | 1/0/1 | 1/0/1 | 0/1/1 |  | 1/0/1 |  | 2/0/2 |
| Claude for Work |  |  |  |  |  |  | 1/0/1 | 1/0/1 |  |  |  |  |  |  |

Mean label weight on Anthropic products: Claude Haiku 4.5 +1.50 over 2 labels; the other 13 models +1.06 over 16 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (2 products, 31 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 2/1/3 |  | 2/2/4 | 1/0/1 | 2/1/3 | 2/0/2 | 3/1/4 | 2/0/2 | 3/0/3 | 1/1/2 | 1/0/1 | 2/0/2 |  | 3/0/3 |
| ChatGPT HR Assistant |  |  |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |

Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna +0.00 over 0 labels; the other 12 models +1.03 over 31 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (25 products, 203 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Sheets | 2/1/3 |  | 3/3/6 | 0/1/1 | 0/2/2 | 3/0/3 | 2/0/2 |  | 2/4/6 | 2/0/2 | 0/1/1 |  | 1/0/1 | 1/0/1 |
| Google Sites | 1/0/1 |  | 2/0/2 | 2/0/2 | 4/0/4 | 2/0/2 | 1/0/1 |  | 0/1/1 | 4/0/4 | 2/0/2 | 3/0/3 | 3/1/4 | 1/0/1 |
| Google for Jobs | 1/0/1 |  | 3/0/3 | 1/0/1 | 3/0/3 | 2/0/2 | 3/0/3 | 2/0/2 | 1/0/1 | 2/0/2 | 1/0/1 | 4/0/4 |  | 2/0/2 |
| Google Forms | 2/0/2 |  | 1/3/4 | 0/2/2 | 0/1/1 |  | 3/0/3 | 1/0/1 | 1/0/1 | 4/0/4 | 1/1/2 | 1/2/3 | 2/0/2 |  |
| Google Calendar | 1/0/1 |  | 1/0/1 | 1/2/3 | 2/2/4 | 1/0/1 | 0/1/1 | 0/1/1 |  | 1/0/1 | 1/1/2 | 0/1/1 | 1/0/1 | 2/1/3 |
| Google Workspace | 2/0/2 | 1/0/1 |  |  | 2/1/3 |  | 2/0/2 |  | 2/0/2 | 2/0/2 | 1/0/1 | 1/0/1 |  | 2/0/2 |
| Google Classroom | 1/0/1 |  | 2/1/3 | 0/2/2 | 0/2/2 | 0/1/1 |  |  |  |  | 0/1/1 | 1/2/3 |  |  |
| Google Meet |  |  | 2/1/3 | 1/0/1 | 0/1/1 |  | 1/0/1 | 1/0/1 | 1/0/1 | 2/0/2 |  | 1/0/1 | 1/0/1 |  |
| Google Chat |  | 0/1/1 | 1/0/1 | 1/0/1 | 1/0/1 |  | 1/0/1 | 1/0/1 | 1/0/1 | 1/0/1 |  |  | 1/0/1 |  |
| Google Slides |  |  |  | 0/1/1 | 1/0/1 | 1/0/1 |  |  |  |  |  | 0/1/1 |  |  |
| Google Sheet |  |  | 2/0/2 |  |  |  |  |  |  |  |  |  | 1/0/1 |  |
| Google Drawings |  |  |  |  | 1/0/1 | 1/0/1 |  |  | 1/0/1 |  |  |  |  |  |
| Gemini |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  |  |  |  |  |  |
| Google Docs |  |  |  |  |  | 1/0/1 |  |  |  | 1/0/1 |  |  |  |  |
| Google Analytics |  |  |  |  |  |  | 1/0/1 |  | 1/0/1 |  |  |  |  |  |
| Google Data Studio |  |  |  |  |  |  |  |  | 1/0/1 |  | 1/0/1 |  |  |  |
| Looker Studio |  |  | 1/0/1 |  |  |  |  |  | 1/0/1 |  |  |  |  |  |
| Google Workspace Appointment Schedules |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Jobs |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |  |  |
| Google Business Profile |  |  |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google |  | 1/0/1 |  |  |  |  |  |  |  |  |  |  |  |  |
| Google Gemini |  |  |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google Forms or Microsoft Forms |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Skillshop |  |  |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Looker |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash +0.30 over 30 labels; the other 13 models +0.80 over 173 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 901 labels counted under the raw name, for human review:

Ceipal in staffing-agency-platforms (8), Aviont in staffing-agency-platforms (2), Skillshare for Teams in online-course-libraries (2), 1688.com in recruiting-crm-and-sourcing (1), 1Password in succession-planning (1), 1st Money in payroll-software (1), 360Learning Team Plan in learning-experience-platforms (1), 360review in 360-feedback (1), 360review.io in 360-feedback (1), 365 Talents in internal-talent-marketplace (1), 401GO GO-Starter in 401k-providers (1), 7Learnings in learning-experience-platforms (1), A Slack Channel (#projects-gigs) in internal-talent-marketplace (1), ADP 401k Essential in 401k-providers (1), ADP Go in hr-help-desk-and-case-management (1), ADP PEO Basic in peo-providers (1), ADP PEO services in peo-providers (1), ADP Screening & Selection Services in background-screening (1), ADP Starter 401(k) Complete in 401k-providers (1), ADP Talent requisitions in hr-help-desk-and-case-management (1), ADP's Starter-k Complete in 401k-providers (1), AG52 in skills-intelligence (1), AICPA in compensation-benchmarking-data (1), AIDA64 in compensation-benchmarking-data (1), AMZMentors in mentoring-software (1), AXA in 401k-providers (1), Abundantly in employee-giving-and-volunteering (1), Accelo in workforce-planning (1), Account Executive Jobs in job-advertising-and-distribution (1), AccountMap.ai in org-charts-and-org-design (1), Accrue 401k in 401k-providers (1), Ace Your Interviews in ai-recruiting-assistants (1), Acorn.Works in skills-intelligence (1), ActiveCampaign in employee-engagement-surveys (1), Adapt Authoring (Open-Source) in course-authoring-tools (1), Adapt Authoring Tool in course-authoring-tools (1), Adobe Creative Cloud / Acrobat in course-authoring-tools (1), Advisely in compensation-benchmarking-data (1), Agency Workforce Management in contingent-workforce-management (1), Alexander Group 2024 Sales Compensation Trends Survey in compensation-benchmarking-data (1), Alfresco in internal-communications-and-intranet (1), Alibaba.com in recruiting-crm-and-sourcing (1), Amazon Business Global in recognition-and-rewards (1), Amazon Business Integration in recognition-and-rewards (1), Amazon's AI recruiting in hr-ai-assistants (1), Amplify in peo-providers (1), Applaud AI in hr-ai-assistants (1), Apploi in ai-recruiting-assistants (1), Apply Knowledge in coaching-platforms (1), Arise in internal-talent-marketplace (1), Atlantic Screening in background-screening (1), Atlassian Jira Service Mgmt in hr-help-desk-and-case-management (1), Augmentir in skills-intelligence (1), Automators AI in mentoring-software (1), Avantus in flexible-benefits-and-lifestyle-spending-accounts (1), Avery in contingent-workforce-management (1), Avidia in hsa-and-fsa-administration (1), Avilar in skills-intelligence (1), Aviontë in staffing-agency-platforms (1), Axiom Workspace in coaching-platforms (1), B Lab (B Corp Certification) in employee-giving-and-volunteering (1), B&B Reporting in background-screening (1), BAND in frontline-employee-apps (1), BLR Handbook Builder in hr-compliance-and-policy-management (1), BLR's Employee Handbook Builder in hr-compliance-and-policy-management (1), BLS OES (Bureau of Labor Statistics) in compensation-benchmarking-data (1), BLS Occupational Employment data in compensation-benchmarking-data (1), BLS QCEW in compensation-benchmarking-data (1), BLS data in compensation-benchmarking-data (1), BLS salary data in compensation-benchmarking-data (1), Backbone AI in coaching-platforms (1), Badger Maps in frontline-employee-apps (1), BambinoHR in hr-compliance-and-policy-management (1), Bamboo in time-and-attendance (1), BambooHR Compensation Management in compensation-management (1), BambooHR Talent Management in succession-planning (1), BambooHR – Ask BambooHR in hr-ai-assistants (1), BambooHR’s Ask BambooHR in hr-ai-assistants (1), Basedash in people-analytics (1), Basic Excel Templates in workforce-scheduling (1), BeBalanced in financial-wellness-platforms (1), Beehire in recruitment-marketing-and-career-sites (1), BenAdmin in flexible-benefits-and-lifestyle-spending-accounts (1), Benafica in flexible-benefits-and-lifestyle-spending-accounts (1), Bench Accounting in compensation-benchmarking-data (1), Benchmark My Plan LLC in compensation-benchmarking-data (1), BenefitTrac in flexible-benefits-and-lifestyle-spending-accounts (1), Benegg in hsa-and-fsa-administration (1), Bennie in benefits-administration (1), Better Business Bureau (BBB) in recognition-and-rewards (1), BetterInterviews in succession-planning (1), Betts Recruiting Salary Guide in compensation-benchmarking-data (1), BigChange in frontline-employee-apps (1), Bill.com in recruiting-crm-and-sourcing (1), BizLibrary Collection in online-course-libraries (1), Bizimply in workforce-management-suites (1), Blueprint to Wealth in financial-wellness-platforms (1), Bolto HR in hr-help-desk-and-case-management (1), Bonterra Technologies in employee-giving-and-volunteering (1), Botpool in talent-intelligence (1), Bounti in skills-intelligence (1), Breezy HR’s Bootstrap plan in applicant-tracking-systems (1), Bridge Group "SDR Models, Motions & Metrics" in compensation-benchmarking-data (1), Bridge Group SaaS AE Metrics & Compensation Research in compensation-benchmarking-data (1), Brightest in employee-giving-and-volunteering (1), Brightway in benefits-administration (1), Budgeto in workforce-planning (1), Bullhorn Start Up in staffing-agency-platforms (1), Bullseye in interview-scheduling (1), Bureau of Labor Statistics Occupational Employment and Wage Statistics, OEWS in compensation-benchmarking-data (1), Bureau of Labor Statistics’ wage data in compensation-benchmarking-data (1), Business Coach Directory in coaching-platforms (1), Business-in-a-Box in succession-planning (1), CAD Crowd in contingent-workforce-management (1), CEIPAL in staffing-agency-platforms (1), CFPB in financial-wellness-platforms (1), CHiPS One World in compensation-benchmarking-data (1), CI Checked SMB in background-screening (1), CJ Dropshipping in recruiting-crm-and-sourcing (1), CSRconnect in employee-giving-and-volunteering (1), CalendarJet in workforce-scheduling (1), California Civil Rights Department in compliance-training (1), Calm for Work in employee-wellbeing-and-mental-health (1), Capterra in compensation-benchmarking-data (1), Carly AI in hr-ai-assistants (1), Catalyser in employee-giving-and-volunteering (1), Catalyst in skills-intelligence (1), Catch in flexible-benefits-and-lifestyle-spending-accounts (1), Ceipal in hr-ai-assistants (1), CharHop in pay-equity (1), Charity Miles in employee-giving-and-volunteering (1), Charityvest for Workplaces in employee-giving-and-volunteering (1), Charlie in 360-feedback (1), ChatBot.com in hr-ai-assistants (1), Chatbase in hr-ai-assistants (1), Check / Rippling in payroll-software (1), Chime SpotMe/MyPay in earned-wage-access (1), Choozle in job-advertising-and-distribution (1), Chorus.ai in performance-management (1), Claap in coaching-platforms (1), ClayHR in succession-planning (1), ClearlyRated in staffing-agency-platforms (1), ClickFunnels in mentoring-software (1), ClickUp OKR in goals-and-okrs (1), CliftonStrengths (Gallup) in candidate-assessment (1), ClinicSense in workforce-scheduling (1), CloudEagle in contingent-workforce-management (1), Clutch in internal-talent-marketplace (1), Clutch.co in staffing-agency-platforms (1), CoAdvantage PEO in peo-providers (1), CoachNow in coaching-platforms (1), Coachfully in coaching-platforms (1), Coaching Department in coaching-platforms (1), Coaching Quest in coaching-platforms (1), Coaching.com Marketplace in coaching-platforms (1), Collective in recruiting-crm-and-sourcing (1), Commissionly in compensation-management (1), CompTool's Survey Marketplace in compensation-benchmarking-data (1), Compensation Benchmark by Curetvity in compensation-benchmarking-data (1), Compensation Force in compensation-benchmarking-data (1), ComplySpace in whistleblowing-and-investigations (1), ConectoHub in goals-and-okrs (1), ConnectWise in employee-monitoring (1), Connectwise Plan in workforce-planning (1), Contractfire in contingent-workforce-management (1), Cornerstone Content Anytime in online-course-libraries (1), Corporate Traditions in recognition-and-rewards (1), Coursebox.ai in online-course-libraries (1), Coursera Skills in skills-intelligence (1), Coveto in recruitment-marketing-and-career-sites (1), Craft.io in goals-and-okrs (1), Creatio in employee-engagement-surveys (1), Croner Reward / SalarySearch in compensation-benchmarking-data (1), CrunchData in compensation-benchmarking-data (1), Culinary Agents in staffing-agency-platforms (1), Culpepper "Small Business Compensation Survey" in compensation-benchmarking-data (1), Culpepper Global Compensation Surveys in compensation-benchmarking-data (1), Custom-built or homemade intranets in internal-communications-and-intranet (1), CustomGPT in hr-ai-assistants (1), CustomerGauge in 360-feedback (1), Cutshort in internal-talent-marketplace (1), D2L in learning-experience-platforms (1), DOT Compliance Group in compliance-training (1), DailyPay Built-In™ in earned-wage-access (1), DataCheck in background-screening (1), Datarails in workforce-planning (1), Daybank in earned-wage-access (1), Dayrep in employee-onboarding (1), Dayspring in hr-compliance-and-policy-management (1), DebtWave in financial-wellness-platforms (1), DecisionHR in peo-providers (1), DecisionWise in 360-feedback (1), DeepEval in compensation-benchmarking-data (1), Delta Sales App in frontline-employee-apps (1), Deputy Core in workforce-management-suites (1), DeveloperExercises in technical-hiring-assessments (1), Digital Altitude in mentoring-software (1), Document360 Eddy AI in course-authoring-tools (1), Docusaurus in course-authoring-tools (1), Double Donation in employee-giving-and-volunteering (1), Dover ATS in applicant-tracking-systems (1), Dr.Explain in course-authoring-tools (1), DreamTeam in people-analytics (1), Dreami in mentoring-software (1), Driven Benefit Administrators in hsa-and-fsa-administration (1), Dun & Bradstreet/Hoovers in compensation-benchmarking-data (1), Duncan Insurance in 401k-providers (1), E-Verify in hr-compliance-and-policy-management (1), EVA.ai in hr-ai-assistants (1), EarnUp in financial-wellness-platforms (1), EasyLlama Pay Per Course in compliance-training (1), Economic Research Institute (ERI) in compensation-benchmarking-data (1), Economic Research Institute (ERI) — Salary Assessor in compensation-benchmarking-data (1), Edify.ai in coaching-platforms (1), Edukate in financial-wellness-platforms (1), Eevery in employee-giving-and-volunteering (1), Eko in frontline-employee-apps (1), Elearnio in employee-onboarding (1), Eloquent in course-authoring-tools (1), EmailAnalytics in employee-monitoring (1), Employee Cycle in people-analytics (1), EmployeeApp in hr-help-desk-and-case-management (1), EmployeeConnect/Talent Management Suite in succession-planning (1), Employer.co in global-payroll-and-employer-of-record (1), Employment Technologies in candidate-assessment (1), Employsome in global-payroll-and-employer-of-record (1), Enterpret in 360-feedback (1), Eploy in recruitment-marketing-and-career-sites (1), Equality Check in pay-equity (1), EquityTest in pay-equity (1), Evolve Learning in course-authoring-tools (1), Excel or Google Sheets template in skills-intelligence (1), Excel-based reporting in people-analytics (1), Exit Five in job-advertising-and-distribution (1), F6S in mentoring-software (1), FaceUp Whistleblowing System in whistleblowing-and-investigations (1), Facebook Marketplace in job-advertising-and-distribution (1), Facebook job groups in job-advertising-and-distribution (1), Falcony in whistleblowing-and-investigations (1), Farseer in workforce-planning (1), FeedbackFISH in employee-engagement-surveys (1), Fidelity Advantage 401(k)SM in 401k-providers (1), Fidelity Advantage 401k in 401k-providers (1), Fidelity Workplace Investing in 401k-providers (1), Field Day in employee-giving-and-volunteering (1), FieldPie in frontline-employee-apps (1), FieldPulse in frontline-employee-apps (1), Financial Education Services in financial-wellness-platforms (1), Financial Fitness Passport in financial-wellness-platforms (1), Fireflies.ai in employee-monitoring (1), Firmwater LMS in learning-management-systems (1), FitOn Health for Small Business in employee-wellbeing-and-mental-health (1), Flex in earned-wage-access (1), FlexEarn in earned-wage-access (1), Flexa in flexible-benefits-and-lifestyle-spending-accounts (1), FlexiBees in internal-talent-marketplace (1), Fluxx in employee-giving-and-volunteering (1), ForceManager (Sage Sales Management) in frontline-employee-apps (1), Fount in compensation-benchmarking-data (1), Fourth in workforce-management-suites (1), Free Excel/Google Sheets Templates in pay-equity (1), FreeAgent Performance Benchmarking in compensation-benchmarking-data (1), Freshworks CRM in recruiting-crm-and-sourcing (1), Freshworks HR Partner in hr-help-desk-and-case-management (1), Frontline Coach in coaching-platforms (1), GIMP in course-authoring-tools (1), Gabbi LLC / Glo With Gabbi in coaching-platforms (1), Galbraith Star Model in org-charts-and-org-design (1), Gartner Peer Insights in compensation-benchmarking-data (1), Gauge in people-analytics (1), Geneo in talent-intelligence (1), GeoOp in frontline-employee-apps (1), GetApp in succession-planning (1), Gilt Edge / Paylab in pay-equity (1), GitHub Jobs in job-advertising-and-distribution (1), GiveSmart in employee-giving-and-volunteering (1), Glasscubes in internal-communications-and-intranet (1), Glasswork in job-advertising-and-distribution (1), GlobalGiving Partner in employee-giving-and-volunteering (1), GlobalGiving Workplace Giving in employee-giving-and-volunteering (1), Glofox/Qualtrics (lite) in employee-engagement-surveys (1), GlossGenius in workforce-scheduling (1), Glossis in benefits-administration (1), GoHighLevel in coaching-platforms (1), Goals.com in goals-and-okrs (1), GoalsOnTrack in goals-and-okrs (1), GoodEgg/Foley in background-screening (1), Goody in employee-giving-and-volunteering (1), Google Appointment Schedulers (Google Calendar, Microsoft Bookings) in interview-scheduling (1), Google Appointments in interview-scheduling (1), Google Doc in goals-and-okrs (1), Google My Business in employee-engagement-surveys (1), Google Reviews in recognition-and-rewards (1), Google Sheets or Excel in succession-planning (1), Google Sites+Spaces in internal-communications-and-intranet (1), Google Workspace-based setups in internal-communications-and-intranet (1), Gradar in compensation-management (1), Gravie in hsa-and-fsa-administration (1), GreenPath in financial-wellness-platforms (1), Greenly in employee-giving-and-volunteering (1), Grovo in online-course-libraries (1), Growspace in skills-intelligence (1), Growth Collective in internal-talent-marketplace (1), GrowthRoles in job-advertising-and-distribution (1), Guidance Living in coaching-platforms (1), Gusto AI / Gus in hr-ai-assistants (1), Gusto Cashout in earned-wage-access (1), Gusto Gus AI in hr-ai-assistants (1), Gusto HR Resources in hr-compliance-and-policy-management (1), Gusto Perks in employee-wellbeing-and-mental-health (1), Gusto – Gus AI assistant in hr-ai-assistants (1), Gusto's Gus in hr-ai-assistants (1), Gusto's built-in visibility in pay-equity (1), Gusto's partnered providers in hsa-and-fsa-administration (1), Gusto's pay equity features in pay-equity (1), H5P.com in course-authoring-tools (1), HCM4ALL (Sprad) in internal-talent-marketplace (1), HCareers in job-advertising-and-distribution (1), HEPdata in employee-giving-and-volunteering (1), HR Cloud Time Off in leave-and-absence-management (1), HR FLARE in hr-ai-assistants (1), HR Service in hr-help-desk-and-case-management (1), HRBS Global in global-payroll-and-employer-of-record (1), HRDirect in hr-help-desk-and-case-management (1), HRSoft Pay Equity in pay-equity (1), HRSoft PayEQ in pay-equity (1), HRdirect Smart Apps in hr-compliance-and-policy-management (1), HackerRank Screen in technical-hiring-assessments (1), Hackett in compensation-benchmarking-data (1), Handy/Angi Services in internal-talent-marketplace (1), Happiful in employee-wellbeing-and-mental-health (1), Harte Hanks in contingent-workforce-management (1), Hazel in recruitment-marketing-and-career-sites (1), Headspace Core for Small Business in employee-wellbeing-and-mental-health (1), Headspace Work in employee-wellbeing-and-mental-health (1), Headversity in employee-wellbeing-and-mental-health (1), HealthEquity FSA in hsa-and-fsa-administration (1), Helium 10 in recruiting-crm-and-sourcing (1), HelpDesk for HR in hr-help-desk-and-case-management (1), Hewitt (Aon) in compensation-benchmarking-data (1), Hey Taco in recognition-and-rewards (1), HireBeat in ai-recruiting-assistants (1), HireEquity in pay-equity (1), HireOne Staffing in staffing-agency-platforms (1), HireTruffle in candidate-assessment (1), HireVue AI Interviewer in ai-recruiting-assistants (1), Honeybee in flexible-benefits-and-lifestyle-spending-accounts (1), Hostinger in course-authoring-tools (1), Hotline360 in whistleblowing-and-investigations (1), HubSpot	tMeeting Scheduler in interview-scheduling (1), HubSpot Breeze Knowledge Base Agent in course-authoring-tools (1), HubSpot Free CRM in employee-engagement-surveys (1), HubSpot Recruitment (via App Marketplace) in ai-recruiting-assistants (1), HubSpot's goal tracking in goals-and-okrs (1), Hubstaff Desk in employee-monitoring (1), Hubstaff Small Business Essentials in employee-monitoring (1), Huckleberry in coaching-platforms (1), Huddle Works in internal-talent-marketplace (1), Hugging Face in skills-intelligence (1), Humaans in hr-compliance-and-policy-management (1), Human Interest Complete in 401k-providers (1), Humanloop in compensation-benchmarking-data (1), Humi in org-charts-and-org-design (1), Huneety Learning in skills-intelligence (1), IM Mastery Academy / IYOVIA in compliance-training (1), IRS SOI Tax Stats in compensation-benchmarking-data (1), IRS/FTC Business Operating Data in compensation-benchmarking-data (1), ISG One in compensation-benchmarking-data (1), Impact Hero in employee-giving-and-volunteering (1), Impress AI in ai-recruiting-assistants (1), Impulse in recognition-and-rewards (1), Indeed Attract in recruitment-marketing-and-career-sites (1), Indeed alone in job-advertising-and-distribution (1), Indeed's sponsored posts in job-advertising-and-distribution (1), Indy in contingent-workforce-management (1), Infinity HR in peo-providers (1), InfoTrack in background-screening (1), Infraspeak in frontline-employee-apps (1), Inkscape in course-authoring-tools (1), Insightful’s Workforce Analytics plan in employee-monitoring (1), Instagram Ads in employee-engagement-surveys (1), Intercom Fin in hr-ai-assistants (1), Interviewing.io in video-interviewing (1), Ivy Capital in coaching-platforms (1), JB Sales (by John Barrows) in online-course-libraries (1), Jamdesk in course-authoring-tools (1), JazzH R in recruitment-marketing-and-career-sites (1), Jill AI (Jack & Jill) in ai-recruiting-assistants (1), Job Boardly in job-advertising-and-distribution (1), John Barrows' Sales Training in online-course-libraries (1), JoinForma / Forma in flexible-benefits-and-lifestyle-spending-accounts (1), Juggle Hire in job-advertising-and-distribution (1), Jungle Scout in recruiting-crm-and-sourcing (1), Juno in employee-wellbeing-and-mental-health (1), Kapa99 in internal-talent-marketplace (1), Karbon Card in flexible-benefits-and-lifestyle-spending-accounts (1), Karl or Nectar in employee-engagement-surveys (1), Katana in recruiting-crm-and-sourcing (1), Key Benefit Administrators in hsa-and-fsa-administration (1), Kilter in employee-giving-and-volunteering (1), Kissflow Procurement in recruiting-crm-and-sourcing (1), Knock in employee-engagement-surveys (1), KnowLlama (Knowlify) in compliance-training (1), Kona in employee-wellbeing-and-mental-health (1), Konverse in frontline-employee-apps (1), KrispCall in hris-and-hcm-platforms (1), Lark Suite in internal-communications-and-intranet (1), Lattice Grow in internal-talent-marketplace (1), Lattice HRIS in hris-and-hcm-platforms (1), Launch in goals-and-okrs (1), Launch 360 in 360-feedback (1), LaunchBay in employee-onboarding (1), LeSalary in earned-wage-access (1), LeaderLens in succession-planning (1), Leapfrog in workforce-planning (1), Learn to Give in employee-giving-and-volunteering (1), LeaveDates in leave-and-absence-management (1), LeaveWizard in leave-and-absence-management (1), LeetCode for Work in technical-hiring-assessments (1), Legacy Madcap Flare in course-authoring-tools (1), LegalTegrity in whistleblowing-and-investigations (1), Leland in coaching-platforms (1), Lemonfyr in ai-recruiting-assistants (1), Levelly.ai in pay-equity (1), Levels.fyi Employer Benchmarking in compensation-management (1), LexisNexis Diligence in background-screening (1), Lightcast Skills Engine in skills-intelligence (1), Lincoln Financial in leave-and-absence-management (1), Lingo Live in coaching-platforms (1), LinkedIn Internal Ads in internal-talent-marketplace (1), LinkedIn Job Posts in job-advertising-and-distribution (1), LinkedIn Premium Recruiter in skills-intelligence (1), LinkedIn's Recruiter Lite in recruiting-crm-and-sourcing (1), LinkedIn's free tools in interview-scheduling (1), LinkedIn's internal mobility approach in internal-talent-marketplace (1), Livongo in employee-wellbeing-and-mental-health (1), Looper in talent-intelligence (1), MIT Open Learning Library in online-course-libraries (1), MRA surveys in compensation-benchmarking-data (1), MSA in financial-wellness-platforms (1), Maestra in employee-engagement-surveys (1), Magento Open Source in course-authoring-tools (1), MainEvent in frontline-employee-apps (1), Manual Lite (Gusto + Spreadsheets) in flexible-benefits-and-lifestyle-spending-accounts (1), ManyPixels in internal-talent-marketplace (1), Mastermind.com in mentoring-software (1), Maus in succession-planning (1), Maxwell Health in flexible-benefits-and-lifestyle-spending-accounts (1), Meditopia in employee-wellbeing-and-mental-health (1), Meetergo in interview-scheduling (1), Mentlify in mentoring-software (1), Mercer or Radford in compensation-benchmarking-data (1), Mercer's Remuneration Survey for SMEs in compensation-benchmarking-data (1), Merrill Edge in 401k-providers (1), Merrill Small Business 401(k) in 401k-providers (1), MetaWMS in recruiting-crm-and-sourcing (1), Metrio in employee-giving-and-volunteering (1), Microsoft Planner in internal-talent-marketplace (1), Microsoft Praise in recognition-and-rewards (1), Microsoft SharePoint Online via Microsoft 365 Business Basic in internal-communications-and-intranet (1), Microsoft SmartArt in org-charts-and-org-design (1), Microsoft Teams Shifts / WFM in workforce-management-suites (1), Microsoft Viva People in skills-intelligence (1), MindMatch in job-advertising-and-distribution (1), Mineral Life in hr-compliance-and-policy-management (1), Mini Course Generator in learning-management-systems (1), Mitratech Ethics Hotline in whistleblowing-and-investigations (1), Mitratech Trakstar in performance-management (1), Mitratech's Standard Hotline in whistleblowing-and-investigations (1), MkDocs in course-authoring-tools (1), MkDocs Material in course-authoring-tools (1), Modalyst in recruiting-crm-and-sourcing (1), Moodle.org (Community Version) in learning-experience-platforms (1), Moolah / MyVoucherCodes in employee-wellbeing-and-mental-health (1), Mozilla Open Skills in skills-intelligence (1), Murmur in contingent-workforce-management (1), Mutual of Omaha in employee-wellbeing-and-mental-health (1), My Ubiquity in 401k-providers (1), My Whistleblowing in whistleblowing-and-investigations (1), MyFitnessPal in employee-wellbeing-and-mental-health (1), MyMoney (Further) in hsa-and-fsa-administration (1), MyUbiquity in 401k-providers (1), N-central in employee-monitoring (1), NAM (National Association of Manufacturers) in compensation-benchmarking-data (1), NAVEX One Ethics and Compliance Training for small business in compliance-training (1), NPE in coaching-platforms (1), National Course Portal in compliance-training (1), Navryn in coaching-platforms (1), Neon Employee Giving in employee-giving-and-volunteering (1), NeonCRM in employee-giving-and-volunteering (1), Netspend Skylight PayOptions in financial-wellness-platforms (1), Netspend/Skylight in financial-wellness-platforms (1), Nextdoor in job-advertising-and-distribution (1), Nimble CRM in staffing-agency-platforms (1), Ninety in org-charts-and-org-design (1), Ninja Gig in applicant-tracking-systems (1), Northpass (Gainsight CE) in learning-management-systems (1), Notion or Airtable in internal-talent-marketplace (1), O*NET-SOC (US-based) in skills-intelligence (1), OKR Board for Jira in goals-and-okrs (1), ONS (UK) in compensation-benchmarking-data (1), Oasis Payroll in peo-providers (1), Offerday in staffing-agency-platforms (1), Omnigo in whistleblowing-and-investigations (1), Onboardbase in employee-onboarding (1), OneEleven LaunchPad in financial-wellness-platforms (1), OnePageCRM in frontline-employee-apps (1), OnlyOffice in internal-communications-and-intranet (1), OpenComp Market Pulse via Gusto in compensation-management (1), OpenSkills (by Workday) in skills-intelligence (1), OpenView Partners’ SaaS Compensation Survey in compensation-benchmarking-data (1), Operandio in frontline-employee-apps (1), Optional / Workcube in compensation-management (1), Optionist in compensation-benchmarking-data (1), Oracle Cloud LMS in learning-experience-platforms (1), Oracle Eloqua in employee-engagement-surveys (1), Oracle Fusion Analytics in people-analytics (1), Oracle Procurement Cloud in contingent-workforce-management (1), Orchestrated in people-analytics (1), OrgChart for ADP Workforce Now in workforce-planning (1), OrgPlan in workforce-planning (1), OttoLearn in online-course-libraries (1), OurPeople in frontline-employee-apps (1), Oviyo in skills-intelligence (1), Oxygen XML in course-authoring-tools (1), Oxygen XML Author in course-authoring-tools (1), O’Reilly Media in online-course-libraries (1), PEO Basic plan by a company in peo-providers (1), POS-connected scheduling in workforce-scheduling (1), Paper Timesheets & Spreadsheets in time-and-attendance (1), Paradiso Authoring Tool in course-authoring-tools (1), Paragon AI in skills-intelligence (1), Pave — Market Data Lite in compensation-benchmarking-data (1), Pavilion's GTM Compensation Benchmarks in compensation-benchmarking-data (1), PayActive in financial-wellness-platforms (1), PayFlex Systems USA in hsa-and-fsa-administration (1), PayQare in pay-equity (1), PayTransparency.app in pay-equity (1), Paychex FinFit in financial-wellness-platforms (1), Paychex HR PEO in hr-help-desk-and-case-management (1), Paychex Oasis in peo-providers (1), PaymentEvolution in payroll-software (1), Paysafe in compensation-benchmarking-data (1), Payscale Compaas in pay-equity (1), Payscale Payfactors in compensation-management (1), Paytient in financial-wellness-platforms (1), PazCare in mentoring-software (1), Pdf.net in course-authoring-tools (1), Pebb.io in frontline-employee-apps (1), Pebblo in frontline-employee-apps (1), PeoWorks (by ADP) in peo-providers (1), People Analytics in pay-equity (1), People Finders in background-screening (1), PeopleKeep WorkPerks in flexible-benefits-and-lifestyle-spending-accounts (1), PeoplePlus in hr-help-desk-and-case-management (1), Peoplelogic's IMPACT plan in people-analytics (1), PeoplesHR in workforce-management-suites (1), Perks.com in employee-wellbeing-and-mental-health (1), PersonIQ in background-screening (1), Personal Capital (Empower) in financial-wellness-platforms (1), Phoenix Whistleblowing in whistleblowing-and-investigations (1), Pihr Pay Equity in pay-equity (1), Pinkaloo in employee-giving-and-volunteering (1), Pipeliner sales training in online-course-libraries (1), Pitch N Hire in video-interviewing (1), Planner.coach in coaching-platforms (1), Pleaz in employee-wellbeing-and-mental-health (1), Plumm in employee-wellbeing-and-mental-health (1), Posh in flexible-benefits-and-lifestyle-spending-accounts (1), Position Gurus/Top Shelf Ecommerce in coaching-platforms (1), Power Apps in frontline-employee-apps (1), Presidion Corporation in peo-providers (1), ProProfs KB in course-authoring-tools (1), Problogger in staffing-agency-platforms (1), ProcurementExpress.com in contingent-workforce-management (1), Progression (progression.co) in internal-talent-marketplace (1), Propsly in recognition-and-rewards (1), Prosfy in pay-equity (1), Pry (by Brex) in workforce-planning (1), Punch Cards / Mechanical Time Clocks in time-and-attendance (1), Quartile in compensation-benchmarking-data (1), Qubiks in mentoring-software (1), QuickBooks Payroll Core in payroll-software (1), Quo in coaching-platforms (1), RMA Annual Statement Studies in compensation-benchmarking-data (1), RSM in compensation-benchmarking-data (1), RUN by ADP in employee-onboarding (1), Radicle in 360-feedback (1), Rainie in earned-wage-access (1), Ravenna in hr-ai-assistants (1), Rebecca AI (Pete & Gabi) in ai-recruiting-assistants (1), Recruit (TE Recruit) in applicant-tracking-systems (1), Recruitology (MaxRecruit) in job-advertising-and-distribution (1), Referrerr in performance-management (1), Remote PEO in peo-providers (1), RemoteFirst/Remofirst in global-payroll-and-employer-of-record (1), Replit in technical-hiring-assessments (1), Repsly in frontline-employee-apps (1), Respondent Inc. in video-interviewing (1), Retorio in hr-ai-assistants (1), Revenue Bench in compensation-benchmarking-data (1), RiceBowl in interview-scheduling (1), Rippling Global Payroll / EOR in global-payroll-and-employer-of-record (1), Rippling Learn in learning-management-systems (1), Rippling reporting in people-analytics (1), Riverside.fm in video-interviewing (1), Roll by ADP in payroll-software (1), SBA Learning Platform in online-course-libraries (1), SBA resource partner in mentoring-software (1), SBDC (Small Business Development Centers) in compensation-benchmarking-data (1), SBDCs in mentoring-software (1), SC Training, formerly EdApp in compliance-training (1), SHIFT HR Compliance Training in compliance-training (1), SHRM Employee Handbook Builder in hr-compliance-and-policy-management (1), SHRM's Compensation Data Center, powered by Salary.com in compensation-benchmarking-data (1), SHRM's Compliance Tools in hr-compliance-and-policy-management (1), SIMPLE 401(k) in 401k-providers (1), SSCL in payroll-software (1), SafetySkills in compliance-training (1), Sage Workforce Management in frontline-employee-apps (1), Sageworks (now part of Abrigo) in compensation-benchmarking-data (1), Salary.com CompAnalyst Pay Equity in pay-equity (1), Salary.com Compdata Surveys in compensation-benchmarking-data (1), Salary.com Salary Wizard in compensation-benchmarking-data (1), Salary.com free tools in compensation-management (1), Salary.com — CompAnalyst in compensation-benchmarking-data (1), SalaryIQ (Salary.com) in talent-intelligence (1), SaleHoo in recruiting-crm-and-sourcing (1), Sales Gravy University in online-course-libraries (1), Sales Navigator in recruiting-crm-and-sourcing (1), SalesFuel in candidate-assessment (1), SalesHacker in online-course-libraries (1), SalesJobs.com in job-advertising-and-distribution (1), SalesQL in recruiting-crm-and-sourcing (1), Salesflare in recruiting-crm-and-sourcing (1), Salesflare in staffing-agency-platforms (1), Salesfolk in online-course-libraries (1), Salesfolks in job-advertising-and-distribution (1), Salesforce NPSP in employee-giving-and-volunteering (1), Salesforce Scheduling in workforce-scheduling (1), Salesmate in goals-and-okrs (1), Salesmate in staffing-agency-platforms (1), Sapient Insights Group in hr-help-desk-and-case-management (1), Scamadvisor in candidate-assessment (1), Score.org in compensation-benchmarking-data (1), Second Talent in ai-recruiting-assistants (1), Sedex in employee-giving-and-volunteering (1), SeekOut Sourcing Core in recruiting-crm-and-sourcing (1), Selligence (Talent Ticker) in talent-intelligence (1), Sentry Compliance in whistleblowing-and-investigations (1), SharePoint Communication Sites in internal-communications-and-intranet (1), SharePoint Plan 1 in internal-communications-and-intranet (1), Shareworks in compensation-management (1), SharpAssessment in candidate-assessment (1), Sharpist in coaching-platforms (1), Sheelon in candidate-assessment (1), Sherpa in ai-recruiting-assistants (1), ShiftPixy in staffing-agency-platforms (1), SideCoach in coaching-platforms (1), Signify in background-screening (1), Simple Excel/Google Sheets templates in workforce-planning (1), SimpleBenefit in hsa-and-fsa-administration (1), SimpleGive in employee-giving-and-volunteering (1), SimplyDepo in frontline-employee-apps (1), Sirens in whistleblowing-and-investigations (1), Sitejabber in candidate-assessment (1), SixFifty HRCI Handbook Builder in hr-compliance-and-policy-management (1), Sketch in org-charts-and-org-design (1), SkillMAP in skills-intelligence (1), SkillsBoard in skills-intelligence (1), SkillsTX in skills-intelligence (1), Skillshare for Business in online-course-libraries (1), Slab in internal-communications-and-intranet (1), Small Business Development Center (SBDC) in compensation-benchmarking-data (1), SmartOKR in goals-and-okrs (1), SmartReach.io in employee-engagement-surveys (1), Smartbis in benefits-administration (1), SocialSchedules in workforce-scheduling (1), Softr.io in internal-communications-and-intranet (1), Sorcero in ai-recruiting-assistants (1), SourceForge coaching tools in coaching-platforms (1), Sova.ai in skills-intelligence (1), Specialty Answering Service in whistleblowing-and-investigations (1), Spiceworks Cloud in hr-help-desk-and-case-management (1), Spocket in recruiting-crm-and-sourcing (1), Spoke in coaching-platforms (1), SpotSaaS in 401k-providers (1), Spotio in frontline-employee-apps (1), Spott in staffing-agency-platforms (1), Spreadsheet or timesheet templates in workforce-scheduling (1), Spreadsheet-based planning (Excel/Google Sheets) in workforce-planning (1), Spring Financial in financial-wellness-platforms (1), Springboard HR in employee-wellbeing-and-mental-health (1), SpyAgent in employee-monitoring (1), Square Shifts in workforce-scheduling (1), StackSocial bundle libraries in online-course-libraries (1), StaffedUp in staffing-agency-platforms (1), StaffingCompanies.com in staffing-agency-platforms (1), Standard Slack in frontline-employee-apps (1), Statista in compensation-benchmarking-data (1), Stayly and Stayly Academy in mentoring-software (1), Strapi in internal-communications-and-intranet (1), Stratus Live in employee-giving-and-volunteering (1), Stribe in people-analytics (1), Stynt.ai in talent-intelligence (1), Successively in succession-planning (1), Suggestion Ox in whistleblowing-and-investigations (1), SupplierGateway in employee-giving-and-volunteering (1), SupportBee in hr-help-desk-and-case-management (1), SureBenefits in benefits-administration (1), SureFire in employee-onboarding (1), SurePrecedent in hr-compliance-and-policy-management (1), SurveySensum in 360-feedback (1), Survicate in 360-feedback (1), Swing in workforce-planning (1), Synergita Perform in 360-feedback (1), TCWGlobal in contingent-workforce-management (1), TE Recruit / Top Echelon in staffing-agency-platforms (1), TMG (The Medical Group) in hsa-and-fsa-administration (1), Taito.ai in performance-management (1), TalentLMS with TalentLibrary / Absorb TalentLibrary in online-course-libraries (1), TalentRank.ai in talent-intelligence (1), Talentfy in job-advertising-and-distribution (1), Talkspirit in internal-communications-and-intranet (1), Tally.so in employee-engagement-surveys (1), Tandem HR in peo-providers (1), Targafy in goals-and-okrs (1), Tayl in compliance-training (1), Teal in recruiting-crm-and-sourcing (1), TealHQ in ai-recruiting-assistants (1), TeamForm in workforce-planning (1), TeamGantt in workforce-scheduling (1), TeamToast in recognition-and-rewards (1), TeamTrait in candidate-assessment (1), Teamwork.com in workforce-management-suites (1), Tenzo AI in ai-recruiting-assistants (1), Testportal in candidate-assessment (1), The Applicant Manager (TAM) in recruitment-marketing-and-career-sites (1), The Benchmarking Group in compensation-benchmarking-data (1), The Betts Recruiting Compensation Guide in compensation-benchmarking-data (1), The Control Group (PubRec, IntelicareDirect) in background-screening (1), The Enneagram in candidate-assessment (1), The Green Business Bureau (GBB) in employee-giving-and-volunteering (1), The Harrison Group in hsa-and-fsa-administration (1), The Hire Hub in ai-recruiting-assistants (1), The Operating System Canvas in org-charts-and-org-design (1), The Small Business Handbook in mentoring-software (1), Thinkific Grow in course-authoring-tools (1), Threads in employee-engagement-surveys (1), Thriple in peo-providers (1), Thrive EAP in employee-wellbeing-and-mental-health (1), Thriver Technologies in flexible-benefits-and-lifestyle-spending-accounts (1), TikiTokki in internal-communications-and-intranet (1), TimeForge in workforce-planning (1), TimeTrade in workforce-scheduling (1), Toast in payroll-software (1), Together Mentoring Platform in mentoring-software (1), Tom Ferry in coaching-platforms (1), Topco in internal-talent-marketplace (1), Topicary in course-authoring-tools (1), Topmate.io in coaching-platforms (1), Toronto Public Library's eLearning platform in online-course-libraries (1), TracefyHR Analytics in people-analytics (1), TransUnion's ShareAble for Hires in background-screening (1), Trillion Dollar Growth in coaching-platforms (1), Trinity Industry Benchmark Tool in compensation-benchmarking-data (1), TripleByte in technical-hiring-assessments (1), TruLens in compensation-benchmarking-data (1), True Hire in background-screening (1), TrustRadius in compensation-benchmarking-data (1), Turazo in mentoring-software (1), Turing.com in internal-talent-marketplace (1), Turnella in workforce-planning (1), US Bureau of Labor Statistics (BLS) & O*NET in compensation-benchmarking-data (1), USA People Search in background-screening (1), Udext in frontline-employee-apps (1), Unplug in employee-wellbeing-and-mental-health (1), UpFolio in earned-wage-access (1), Upduo in coaching-platforms (1), Upskillist.com in skills-intelligence (1), Upwork for Teams in contingent-workforce-management (1), Utkrusht.AI in technical-hiring-assessments (1), VINSeeker in compensation-benchmarking-data (1), VK Control in employee-monitoring (1), Valence Health / Nadia in coaching-platforms (1), ValidMyIdea in internal-talent-marketplace (1), Vanguard (Small Business 401(k) plans) in 401k-providers (1), Vanguard Personal Advisor Services / Small Business Plans in 401k-providers (1), Vanguard for Small Groups in 401k-providers (1), Veloxy in frontline-employee-apps (1), Vencon Research International in compensation-benchmarking-data (1), VendorPM in contingent-workforce-management (1), Venmo in payroll-software (1), Vensure Employer Solutions in compensation-management (1), Veriat in employee-monitoring (1), Verifications.com in background-screening (1), Verity in contingent-workforce-management (1), Vertical Identity in background-screening (1), Viabenefits in flexible-benefits-and-lifestyle-spending-accounts (1), Vibly in coaching-platforms (1), Vieple in video-interviewing (1), Visio Plan 2 in org-charts-and-org-design (1), Visio in Microsoft 365 in org-charts-and-org-design (1), Visslan in whistleblowing-and-investigations (1), WEX Inc. in benefits-administration (1), WPS in succession-planning (1), Waggle in coaching-platforms (1), Wallester in flexible-benefits-and-lifestyle-spending-accounts (1), Wave Accounting in course-authoring-tools (1), WeCheckGlobal in background-screening (1), WeVow in compliance-training (1), WeekPlan in goals-and-okrs (1), Wellfound Reach in recruiting-crm-and-sourcing (1), Wellhana in financial-wellness-platforms (1), WhenToWork in workforce-scheduling (1), WhistleSystem in whistleblowing-and-investigations (1), Wild Apricot in employee-giving-and-volunteering (1), Wing Assistant in staffing-agency-platforms (1), Wishlist in flexible-benefits-and-lifestyle-spending-accounts (1), Wishup in internal-talent-marketplace (1), Wisnio in succession-planning (1), Wizer in compliance-training (1), WordPress with job board plugins in recruitment-marketing-and-career-sites (1), WordPress-based intranets in internal-communications-and-intranet (1), WordPress.com in course-authoring-tools (1), Workable Video Interviews in video-interviewing (1), Workativ HR Assistant in hr-ai-assistants (1), Workday AI Hiring Tools in ai-recruiting-assistants (1), Workday AI hiring features in ai-recruiting-assistants (1), Workday Advanced Comp in compensation-management (1), Workday Contingent Worker in contingent-workforce-management (1), Workday Onboarding HCM in employee-onboarding (1), Workday Raiser's Edge / Onbuka in employee-onboarding (1), Workday Strategic Workforce Planning in workforce-planning (1), Workday VMS in contingent-workforce-management (1), Workday mid-size in hris-and-hcm-platforms (1), Workday's AI screening features, including HiredScore in ai-recruiting-assistants (1), Workday's Self-Service Agent / HR Service Agent in hr-ai-assistants (1), Workday-related cloud LMS options in learning-management-systems (1), Workello in hr-compliance-and-policy-management (1), Workhub in compliance-training (1), WorkiQ in employee-monitoring (1), Working Not Working in internal-talent-marketplace (1), Workleap – formerly Officevibe in employee-engagement-surveys (1), Workmates in recognition-and-rewards (1), Workwellna in global-payroll-and-employer-of-record (1), WorldatWork Sales Compensation Programs and Practices in compensation-benchmarking-data (1), Worldfavor Transparency in employee-giving-and-volunteering (1), Worldwide Brands in recruiting-crm-and-sourcing (1), Wrangle.ai in talent-intelligence (1), Wrenly in employee-engagement-surveys (1), Wysa for Teams in employee-wellbeing-and-mental-health (1), Xactly 2024 Sales Compensation Survey in compensation-benchmarking-data (1), Xero in hr-help-desk-and-case-management (1), YM Careers in internal-talent-marketplace (1), Yelp in recognition-and-rewards (1), Yesware in employee-engagement-surveys (1), Yogen in technical-hiring-assessments (1), Yohm in video-interviewing (1), YouCare (by Happiest Minds) in employee-wellbeing-and-mental-health (1), YourCause CSR Connect in employee-giving-and-volunteering (1), YourCause CSR Connect / Bonterra YourCause in employee-giving-and-volunteering (1), Zelle in payroll-software (1), Zendesk Support for Startups in hr-help-desk-and-case-management (1), Zendrop in recruiting-crm-and-sourcing (1), Zenwork in flexible-benefits-and-lifestyle-spending-accounts (1), ZeroHR in compliance-training (1), Zinc Works in background-screening (1), Zip Schedules in workforce-scheduling (1), ZipRecruiter's HSA partners in hsa-and-fsa-administration (1), ZipRecruiter's pay-per-post in job-advertising-and-distribution (1), Zirtual in internal-talent-marketplace (1), Zite in employee-onboarding (1), Zoho Inventory in recruiting-crm-and-sourcing (1), Zoho One in benefits-administration (1), Zoom AI in ai-recruiting-assistants (1), Zoom Shift (formerly 7shifts) in workforce-scheduling (1), dotCMS in internal-communications-and-intranet (1), heyData in whistleblowing-and-investigations (1), iCIMS Applicant Tracking System in hr-ai-assistants (1), iTacit in frontline-employee-apps (1), intranet.ai in internal-communications-and-intranet (1), monday.com Agents in ai-recruiting-assistants (1), myWealthBeing in financial-wellness-platforms (1), oboloo in contingent-workforce-management (1), okrstool.com in goals-and-okrs (1), orgchart.live in org-charts-and-org-design (1), pxtra in flexible-benefits-and-lifestyle-spending-accounts (1), report it® in whistleblowing-and-investigations (1), skima.ai in internal-talent-marketplace (1), tldv.io in coaching-platforms (1), whistle.law in whistleblowing-and-investigations (1)

Excluded by rule, 24 labels not scored:

People Managing People (5; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap (4; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Dupple (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Outsource Accelerator (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Business Rate Best Of (The Data Group, LLC) (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Business.com (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap (Small Business-Focused Solutions) (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WifiTalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Wifitalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), World Metrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WorldMetrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), ZipDo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1459 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Benevity in employee-giving-and-volunteering read as Benevity Enterprise Impact Platform (44), Fidelity in 401k-providers read as Fidelity Advantage 401 (38), ADP in 401k-providers read as ADP Retirement Services (37), 15Five in employee-engagement-surveys read as 15Five Engage (33), BambooHR in compensation-management read as BambooHR Compensation (33), BambooHR in hr-ai-assistants read as Ask BambooHR (28), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (27), Paychex in payroll-software read as Paychex Flex (24), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (23), WEX in hsa-and-fsa-administration read as WEX Benefits (21), Fidelity in hsa-and-fsa-administration read as Fidelity HSA (20), SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (20), Workday in succession-planning read as Workday Succession Planning (19), Patriot Software in payroll-software read as Patriot Payroll (18), EasyHire in video-interviewing read as EasyHire.me (17), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (17), Zenefits in benefits-administration read as TriNet Zenefits (17), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (16), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (16), beqom in pay-equity read as beqom Pay Equity (15), NAVEX in whistleblowing-and-investigations read as NAVEX One (14), Trusaic in pay-equity read as Trusaic PayParity (14), Workday in workforce-management-suites read as Workday Workforce Management (14), Calm in employee-wellbeing-and-mental-health read as Calm Health (13), Eightfold in talent-intelligence read as Eightfold AI (13), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (13), Confluence in internal-communications-and-intranet read as Atlassian Confluence (12), Salary.com in pay-equity read as Salary.com Pay Equity (12), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (12), Workday in performance-management read as Workday HCM Performance Management (11), Betterment in 401k-providers read as Betterment at Work (10), Criteria in candidate-assessment read as Criteria Corp (10), Officevibe in employee-engagement-surveys read as Workleap Officevibe (10), Workday in hris-and-hcm-platforms read as Workday HCM (10), Eightfold in internal-talent-marketplace read as Eightfold AI (9), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (9), Workday in compensation-management read as Workday Compensation (9), Workday in hr-ai-assistants read as Workday Illuminate (9), ADP in benefits-administration read as ADP Workforce Now (8), Eightfold in ai-recruiting-assistants read as Eightfold AI (8), Mineral in hr-compliance-and-policy-management read as Mitratech Mineral (8), Oyster HR in global-payroll-and-employer-of-record read as Oyster (8), SAP in workforce-management-suites read as SAP SuccessFactors (8), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (8), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (8), TalentDesk in contingent-workforce-management read as TalentDesk.io (8), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (8), BambooHR (Ask BambooHR) in hr-ai-assistants read as Ask BambooHR (7), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (7), Cornerstone in skills-intelligence read as Cornerstone OnDemand (7), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (7), Lattice in compensation-management read as Lattice Compensation (7), MoneyLion in earned-wage-access read as MoneyLion – Instacash (7), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (7), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (7), Workativ in hr-ai-assistants read as Workativ Assistant (7), Workleap (formerly Officevibe) in employee-engagement-surveys read as Workleap Officevibe (7), ADP in workforce-management-suites read as ADP Workforce Now (6), Carta Total Comp in compensation-benchmarking-data read as Carta Total Compensation (6), Eightfold in skills-intelligence read as Eightfold AI (6), Litmos in learning-management-systems read as SAP Litmos (6), Navia in hsa-and-fsa-administration read as Navia Benefit Solutions (6), RemotePeople in global-payroll-and-employer-of-record read as Remote People (6), Skillsoft in online-course-libraries read as Skillsoft Percipio (6), Tracker in staffing-agency-platforms read as Tracker RMS (6), Workday in people-analytics read as Workday People Analytics (6), Workleap in employee-engagement-surveys read as Workleap Officevibe (6), iSpring LMS in learning-management-systems read as iSpring Learn (6), ADP in compensation-management read as ADP Workforce Now (5), ADP in peo-providers read as ADP TotalSource (5), Accurate in background-screening read as Accurate Background (5), Articulate Rise in course-authoring-tools read as Articulate Rise 360 (5), BambooHR Elite in compensation-management read as BambooHR Compensation (5), Calm for Business in employee-wellbeing-and-mental-health read as Calm Health (5), Conexis in contingent-workforce-management read as Conexis VMS (5), Confluence (Atlassian) in internal-communications-and-intranet read as Atlassian Confluence (5), Deel in pay-equity read as Deel Compensation/Pay Equity (5), Deel in workforce-planning read as Deel Workforce Planning (5), Empower in 401k-providers read as Empower Retirement (5), Fidelity Investments in hsa-and-fsa-administration read as Fidelity HSA (5), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (5), Patriot in payroll-software read as Patriot Payroll (5), Pluralsight in skills-intelligence read as Pluralsight Skills (5), Qualtrics in 360-feedback read as Qualtrics 360 Development (5), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (5), UKG Pro in succession-planning read as UKG Pro Succession Planning (5), Workday Adaptive in workforce-planning read as Workday Adaptive Planning (5), Ally.io in goals-and-okrs read as Microsoft Viva Goals (4), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (4), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (4), Coursera for Business in skills-intelligence read as Coursera (4), EdApp in learning-experience-platforms read as SC Training (4), Gomo in course-authoring-tools read as Gomo Learning (4), Hogan in candidate-assessment read as Hogan Assessments (4), Lattice in pay-equity read as Lattice Compensate (4), Oracle in time-and-attendance read as Oracle Time and Labor (4), RUN Powered by ADP in hris-and-hcm-platforms read as ADP RUN (4), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (4), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (4), Skillsoft in compliance-training read as Skillsoft Percipio (4), Syndio PayEQ in pay-equity read as Syndio (4), Toggl in employee-monitoring read as Toggl Track (4), Workday in benefits-administration read as Workday HCM (4), Workday in internal-talent-marketplace read as Workday Talent Marketplace (4), Workday in time-and-attendance read as Workday Time Tracking (4), Zendesk Employee Service in hr-help-desk-and-case-management read as Zendesk (4), BambooHR in time-and-attendance read as BambooHR Time Tracking (3), Barley in pay-equity read as Workleap Compensation (3), Beqom in pay-equity read as beqom Pay Equity (3), Cascade in goals-and-okrs read as Cascade Strategy (3), Clous in internal-talent-marketplace read as Clous Internal Mobility (3), Comprehensive in pay-equity read as Comprehensive.io (3), Cornerstone in compliance-training read as Cornerstone OnDemand (3), Coursebox in course-authoring-tools read as Coursebox AI (3), Coursera in online-course-libraries read as Coursera for Business (3), Deel in hr-help-desk-and-case-management read as Deel HR (3), Deel HR in employee-onboarding read as Deel (3), HRSoft in compensation-management read as HRSoft Compensation Management (3), Lightcast in skills-intelligence read as Lightcast Open Skills (3), LinkedIn in recruitment-marketing-and-career-sites read as LinkedIn Talent Solutions (3), Litmos in compliance-training read as SAP Litmos (3), Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (3), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (3), Officevibe (Workleap) in employee-engagement-surveys read as Workleap Officevibe (3), Officevibe (by Workleap) in employee-engagement-surveys read as Workleap Officevibe (3), Oracle in people-analytics read as Oracle Fusion HCM Analytics (3), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (3), Pluralsight Enterprise in skills-intelligence read as Pluralsight Skills (3), Power BI in people-analytics read as Microsoft Power BI (3), ProProfs in online-course-libraries read as ProProfs Training Maker (3), RUN Powered by ADP in time-and-attendance read as ADP RUN (3), SAP in workforce-planning read as SAP SuccessFactors Workforce Planning (3), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (3), Salary.com's CompAnalyst in compensation-benchmarking-data read as Salary.com CompAnalyst (3), TalentGuard in succession-planning read as TalentGuard Succession Planning (3), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (3), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (3), Zenefits (TriNet) in benefits-administration read as TriNet Zenefits (3), ADP in pay-equity read as ADP DataCloud (2), ADP in time-and-attendance read as ADP Workforce Now (2), Absorb in compliance-training read as Absorb LMS (2), Absorb in learning-experience-platforms read as Absorb LMS (2), Absorb in learning-management-systems read as Absorb LMS (2), Atlassian in hr-help-desk-and-case-management read as Jira Service Management (2), BambooHR in recruitment-marketing-and-career-sites read as BambooHR Recruiting (2), BambooHR with Ask BambooHR in hr-ai-assistants read as Ask BambooHR (2), Boon in coaching-platforms read as Boon Health (2), Breezy in recruitment-marketing-and-career-sites read as Breezy HR (2), Bucketlist in recognition-and-rewards read as Bucketlist Rewards (2), Canvas in learning-management-systems read as Canvas LMS (2), Carta Total Compensation in compensation-management read as Carta Total Comp (2), Cornerstone in learning-management-systems read as Cornerstone OnDemand (2), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (2), Deel in succession-planning read as Deel HR (2), Deel HR in hr-compliance-and-policy-management read as Deel (2), Deel HR in hris-and-hcm-platforms read as Deel (2), Deel HR in org-charts-and-org-design read as Deel (2), EdApp in compliance-training read as SC Training (2), Effy in 360-feedback read as Effy AI (2), Gtmhub in goals-and-okrs read as Quantive (2), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (2), Headspace Core in employee-wellbeing-and-mental-health read as Headspace (2), HubSpot in recruiting-crm-and-sourcing read as HubSpot CRM (2), LeverTRM in applicant-tracking-systems read as Lever (2), Litmos in skills-intelligence read as SAP Litmos (2), Microsoft Teams for Frontline Workers in frontline-employee-apps read as Microsoft 365 for Frontline Workers (2), NAVEX One in compliance-training read as NAVEX (2), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (2), Oracle in succession-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (2), Oracle HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (2), Oracle HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (2), Oracle HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (2), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in performance-management read as Oracle Fusion Cloud HCM (2), Paychex in benefits-administration read as Paychex Flex (2), Paychex in hr-compliance-and-policy-management read as Paychex Flex (2), Professional.me in internal-talent-marketplace read as Professional.me Internal Mobility (2), QuickBooks in contingent-workforce-management read as QuickBooks Online (2), QuickBooks Online Payroll in payroll-software read as QuickBooks Payroll (2), RUN Powered by ADP in employee-onboarding read as ADP RUN (2), Run Powered by ADP in hris-and-hcm-platforms read as ADP RUN (2), SAP in employee-onboarding read as SAP SuccessFactors (2), SAP in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (2), SAP SuccessFactors in learning-experience-platforms read as SAP SuccessFactors Learning (2), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (2), Skillsoft (Percipio) in online-course-libraries read as Skillsoft Percipio (2), Taleo in applicant-tracking-systems read as Oracle Taleo (2), ThriveSparrow in recognition-and-rewards read as ThriveSparrow Kudos (2), Wave in payroll-software read as Wave Payroll (2), Workday in ai-recruiting-assistants read as Workday Recruiting (2), Workday in pay-equity read as Workday Pay Equity (2), Workday in recruiting-crm-and-sourcing read as Workday Recruiting (2), Workday in skills-intelligence read as Workday Skills Cloud (2), Workday HCM in succession-planning read as Workday Succession Planning (2), Workday HCM in workforce-management-suites read as Workday Workforce Management (2), Workday Peakon in 360-feedback read as Workday Peakon Employee Voice (2), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (2), Zenefits in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (2), Zenefits (Now TriNet HR) in benefits-administration read as TriNet Zenefits (2), Zenefits (now TriNet HR) in benefits-administration read as TriNet Zenefits (2), iCIMS in talent-intelligence read as iCIMS Talent Cloud (2), 15Five (Engage module) in employee-engagement-surveys read as 15Five Engage (1), ADP (Automatic Data Processing) in compensation-management read as ADP Workforce Now (1), ADP (RUN Powered by ADP / Workforce Now) in compensation-management read as ADP Workforce Now (1), ADP (Workforce Now) in time-and-attendance read as ADP Workforce Now (1), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP Retirement in 401k-providers read as ADP Retirement Services (1), ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), Absorb in online-course-libraries read as Absorb LMS (1), Acuity in workforce-scheduling read as Acuity Scheduling (1), Alight in benefits-administration read as Alight Solutions (1), Aon in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (1), Apollo in recruiting-crm-and-sourcing read as Apollo.io (1), Atlassian Jira Service Management in hr-help-desk-and-case-management read as Jira Service Management (1), Bamboo HR in recruitment-marketing-and-career-sites read as BambooHR Recruiting (1), BambooHR (Bamboo AI) in hr-ai-assistants read as Ask BambooHR (1), BambooHR (Compensation module) in compensation-management read as BambooHR Compensation (1), BambooHR (Elite tier) in compensation-management read as BambooHR Compensation (1), BambooHR (`Ask BambooHR`) in hr-ai-assistants read as Ask BambooHR (1), BambooHR (with "Ask BambooHR") in hr-ai-assistants read as Ask BambooHR (1), BambooHR (with AI Assistant) in hr-ai-assistants read as Ask BambooHR (1), BambooHR (with built-in AI assistant) in hr-ai-assistants read as Ask BambooHR (1), Breezy in applicant-tracking-systems read as Breezy HR (1), Breezy in recruiting-crm-and-sourcing read as Breezy HR (1), Canvas (Instructure) in learning-experience-platforms read as Canvas LMS (1), Canvas by Instructure in learning-management-systems read as Canvas LMS (1), Ceridian in payroll-software read as Dayforce (1), Ceridian (Dayforce) in hris-and-hcm-platforms read as Dayforce (1), Ceridian Dayforce in performance-management read as Dayforce (1), Ceridian Dayforce in time-and-attendance read as Dayforce (1), Ceridian Dayforce in workforce-management-suites read as Dayforce (1), Clous (Internal Mobility) in internal-talent-marketplace read as Clous Internal Mobility (1), CompAnalyst (by WorldatWork) in pay-equity read as Salary.com CompAnalyst (1), Cornerstone in online-course-libraries read as Cornerstone OnDemand (1), Coursera for Teams in skills-intelligence read as Coursera (1), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (1), Dayforce in earned-wage-access read as Dayforce Wallet (1), Deel in people-analytics read as Deel HR (1), Deel HR in leave-and-absence-management read as Deel (1), Deel HR in performance-management read as Deel (1), Deel Payroll in payroll-software read as Deel (1), Donut in recognition-and-rewards read as Donut Shoutouts (1), Eightfold in recruitment-marketing-and-career-sites read as Eightfold AI (1), Excel templates in workforce-planning read as Excel (1), Facebook in job-advertising-and-distribution read as Facebook Jobs (1), Fidelity (Advantage 401k & Self-Employed) in 401k-providers read as Fidelity Advantage 401 (1), G360 in 360-feedback read as G360 Surveys (1), Glint in employee-engagement-surveys read as Microsoft Viva Glint (1), Google Calendar appointment schedules in workforce-scheduling read as Google Calendar (1), Google Forms + Looker Studio in employee-engagement-surveys read as Google Forms (1), Google Jobs in job-advertising-and-distribution read as Google for Jobs (1), Google Sheet in internal-talent-marketplace read as Google Forms + Sheets (1), Guru in skills-intelligence read as Guru.com (1), Guru.com in internal-talent-marketplace read as Guru (1), Gusto in earned-wage-access read as Gusto Wallet (1), Headspace Care in employee-wellbeing-and-mental-health read as Ginger (1), HiBob HRIS in workforce-planning read as HiBob (1), Igloo in internal-communications-and-intranet read as Igloo Software (1), Ingentis in org-charts-and-org-design read as Ingentis org.manager (1), Kronos in time-and-attendance read as UKG Pro Workforce Management (1), Lessonly in learning-management-systems read as Seismic Learning (1), Lightcast (formerly EMSI Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), Mercer in compensation-management read as Mercer IBE (1), Microsoft Dynamics 365 HR in hr-help-desk-and-case-management read as Microsoft Dynamics 365 Human Resources (1), Microsoft Teams (Frontline F1) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams Frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mineral (Mitratech) in hr-compliance-and-policy-management read as Mitratech Mineral (1), Mineral (by Mitratech) in hr-compliance-and-policy-management read as Mitratech Mineral (1), MoneyLion (Instacash) in earned-wage-access read as MoneyLion – Instacash (1), Moodle Workplace in learning-management-systems read as Moodle (1), NAVEX Global in whistleblowing-and-investigations read as NAVEX One (1), NAVEX One (Compliance Essentials) in compliance-training read as NAVEX (1), Navex in whistleblowing-and-investigations read as NAVEX One (1), Navia (Navia Benefit Solutions) in hsa-and-fsa-administration read as Navia Benefit Solutions (1), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (1), O.C. Tanner (Culture Cloud) in recognition-and-rewards read as O.C. Tanner Culture Cloud (1), Officevibe in performance-management read as Workleap Officevibe (1), Officevibe (now part of Workleap) in employee-engagement-surveys read as Workleap Officevibe (1), Oracle in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in performance-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (1), Oracle HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM Cloud in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle Workday (HCM) in applicant-tracking-systems read as Workday Recruiting (1), Papaya in global-payroll-and-employer-of-record read as Papaya Global (1), Patriot Payroll (Full Service) in hr-compliance-and-policy-management read as Patriot Software (1), Paychex in employee-onboarding read as Paychex Flex (1), Paychex in flexible-benefits-and-lifestyle-spending-accounts read as Paychex Flex (1), Paychex in hris-and-hcm-platforms read as Paychex Flex (1), Paychex in time-and-attendance read as Paychex Time & Attendance (1), Paychex (Flex) in hris-and-hcm-platforms read as Paychex Flex (1), Paychex (Flex) in payroll-software read as Paychex Flex (1), Payscale Ascent in pay-equity read as Payscale (1), Payscale Insight in pay-equity read as Payscale (1), Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (1), PeopleFluent in succession-planning read as PeopleFluent Succession Management (1), PeopleSoft in workforce-management-suites read as Oracle PeopleSoft (1), Pluralsight Skills in online-course-libraries read as Pluralsight (1), PowerPoint (as dedicated org chart software) in org-charts-and-org-design read as Microsoft PowerPoint (1), ProProfs Training in compliance-training read as ProProfs Training Maker (1), Qualtrics in people-analytics read as Qualtrics EmployeeXM (1), QuickBooks Workforce in time-and-attendance read as QuickBooks Time (1), RUN Powered by ADP in background-screening read as ADP RUN (1), RUN Powered by ADP in payroll-software read as ADP RUN (1), Run Powered by ADP in background-screening read as ADP RUN (1), SAP in hr-help-desk-and-case-management read as SAP SuccessFactors (1), SAP in hris-and-hcm-platforms read as SAP SuccessFactors (1), SAP in pay-equity read as SAP SuccessFactors (1), SAP Litmos in online-course-libraries read as Litmos (1), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (1), SAP SuccessFactors (Litmos) in learning-management-systems read as SAP SuccessFactors Learning (1), SAP SuccessFactors (formerly Taleo) in applicant-tracking-systems read as SAP SuccessFactors Recruiting (1), SHRM's compensation data center (powered by Salary.com) in compensation-benchmarking-data read as SHRM Compensation Data Center (1), Salary.com (CompAnalyst / PayFactors / SalaryExpert modules) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com by CompAnalyst in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Sana in learning-experience-platforms read as Sana Learn (1), SharePoint (Microsoft 365) in internal-communications-and-intranet read as Microsoft SharePoint (1), SharePoint (Microsoft) in internal-communications-and-intranet read as Microsoft SharePoint (1), SharePoint (as a standalone intranet) in internal-communications-and-intranet read as Microsoft SharePoint (1), Skillsoft in skills-intelligence read as Skillsoft Percipio (1), Skillsoft (Percipio) in learning-experience-platforms read as Skillsoft Percipio (1), Skillsoft (Skillsoft Percipio) in online-course-libraries read as Skillsoft Percipio (1), Symplr in contingent-workforce-management read as symplr Contingent Talent Management (1), Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), ThriveSparrow (Kudos) in recognition-and-rewards read as ThriveSparrow Kudos (1), TopSource Worldwide in global-payroll-and-employer-of-record read as TopSource (1), Totara in learning-management-systems read as Totara Learn (1), Tovuti in learning-management-systems read as Tovuti LMS (1), Twitter (now X) in employee-engagement-surveys read as X (1), UKG in succession-planning read as UKG Pro Succession Planning (1), Verint in workforce-management-suites read as Verint Workforce Management (1), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (1), WEX (formerly Discovery Benefits) in hsa-and-fsa-administration read as WEX Benefits (1), Workable in employee-onboarding read as Workable HR (1), Workday in applicant-tracking-systems read as Workday Recruiting (1), Workday in global-payroll-and-employer-of-record read as Workday Payroll (1), Workday in interview-scheduling read as Workday Recruiting (1), Workday in talent-intelligence read as Workday Skills Cloud (1), Workday in workforce-scheduling read as Workday Workforce Management (1), Workday (AI screening/recruiting modules) in hr-ai-assistants read as Workday Illuminate (1), Workday HCM in employee-onboarding read as Workday (1), Workday HCM in hr-help-desk-and-case-management read as Workday Human Capital Management (1), Workday HCM in leave-and-absence-management read as Workday (1), Workday HCM in pay-equity read as Workday Pay Equity (1), Workday HCM in performance-management read as Workday HCM Performance Management (1), Workleap in pay-equity read as Workleap Compensation (1), Workleap in performance-management read as Workleap Officevibe (1), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (1), Zenefits (TriNet Zenefits) in benefits-administration read as TriNet Zenefits (1), Zenefits (now TriNet HR Platform) in benefits-administration read as TriNet Zenefits (1), Zenefits (now TriNet) in benefits-administration read as TriNet Zenefits (1), Zenefits (now under TriNet) in benefits-administration read as TriNet Zenefits (1), ZoomInfo in talent-intelligence read as ZoomInfo Talent (1), dominKnow in course-authoring-tools read as dominKnow | ONE (1), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (1), isEazy in course-authoring-tools read as isEazy Author (1)

Combined answers split into one label per product: ADP / Paychex, ADP RUN / ADP Workforce Now, ADP/Paychex, ADP/RUN Powered by ADP, Accurate / AccurateNow, Affirmity PayStat / EEOPay, Articulate 360 / Rise 360, Articulate 360 / Storyline, Articulate Storyline 360 / Articulate 360, Avidia Bank / Avidia Health, BambooHR + Ask BambooHR, BambooHR / Gusto, BambooHR/Rippling, Checkr / GoodHire, CompAnalyst / Salary.com, Cornerstone OnDemand / Cornerstone Galaxy, Culture Amp / Peakon, Document360 / Helpjuice, Draw.io / diagrams.net, Employ / Ashby, Facebook Jobs / Craigslist, Facebook/Instagram (paid ads), Fiverr / Fiverr Pro, Flores & Forma, G-P / Globalization Partners, Glassdoor / Indeed, Google Chat/Meet, Google Docs / Word 365, Google Forms + Google Sheets, Google Forms / Typeform, Google Sites / Google Workspace, Google Sites/MyHub, Google Workspace + Google Sites, Google Workspace / Google Sites, Greenhouse & Lever, Gtmhub/Quantive, Gusto / Elevate, Headspace + Ginger, Headspace for Work / Calm Business, Headspace for Work / Calm for Business, HealthEquity / WageWorks, HiBob HRIS / Bob, HiBob/Bob, Indeed/LinkedIn, Instant Checkmate / TruthFinder, Juicebox / PeopleGPT, Juicebox/PeopleGPT, Keka/YuMuuv, Lattice / 15Five, Leapsome/15Five, LinkedIn Recruiter / LinkedIn Recruitment Marketing, LinkedIn Recruiter / Recruiter Lite, LinkedIn Talent Solutions / LinkedIn Ads, Mercer / Korn Ferry, Mercer / Radford, Microsoft 365/SharePoint, Microsoft SharePoint/Microsoft Teams, Microsoft SharePoint/Teams, Microsoft Teams / SharePoint, Microsoft Viva Goals / Ally.io, Microsoft Word/PowerPoint (SmartArt), MyHub/Noodle, NAVEX/ EthicsPoint, Notion + Zoom, Notion/Trello, Officevibe / Workleap, Oracle Cloud HCM / WorkForce Software, Oracle HCM/PeopleSoft, Pave / OpenComp, Paycor/Paylocity, Payoneer Workforce Management / Skuad, Perkbox/Vivup, QuickBooks Payroll / Intuit Payroll, Remote/Oyster, SAP SuccessFactors / SAP Litmos, SAP SuccessFactors / Workday Talent Marketplace, SCORE/MicroMentor, SHL / Korn Ferry / Hogan, SharePoint / Microsoft 365, SharePoint Online / Viva, Skills Inventory Manager / Skills Base, Skillsoft/Pluralsight, Slack/Teams, Sterling/IBM, SurveyMonkey/Typeform, TCP Software / Humanity / TimeClock Plus, Talroo / Talroo Pro, Thinkific / Thinkific Plus, Torch/EZRA, TriNet/Zenefits, Typeform/Google Forms, Udemy / Udemy Business, Udemy Business / LinkedIn Learning, Upwork / Upwork Enterprise, WEX / Optum, Workday People Analytics / Workday Prism Analytics, YuMuuv/Keka, Zenefits / TriNet HR, Zenefits / TriNet Zenefits, Zenefits/TriNet Zenefits, Zoom/Google Meet, beqom / PayAnalytics, beqom/PayAnalytics, diagrams.net / Draw.io, iSpring Free / iSpring Suite, iSpring LMS / iSpring Learn, iSpring Suite / iSpring Learn

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 11 of 54 categories (20%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 23 of 58 categories (40%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, org-charts-and-org-design, pay-equity, peo-providers, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 37 of 58 categories (64%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, online-course-libraries, pay-equity, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 23 of 58 categories (40%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 32 of 58 categories (55%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-monitoring, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, org-charts-and-org-design, pay-equity, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- Mistral Small: a direct first choice kept as first choice or alternative in 15 of 58 categories (26%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 38 of 58 categories (66%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, whistleblowing-and-investigations, workforce-management-suites, workforce-scheduling
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 5 of 41 categories (12%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, compensation-benchmarking-data, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-onboarding, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, hr-ai-assistants, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, peo-providers, people-analytics, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, technical-hiring-assessments, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 29 of 58 categories (50%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, coaching-platforms, compensation-management, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, org-charts-and-org-design, peo-providers, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Kimi K2: a direct first choice kept as first choice or alternative in 34 of 58 categories (59%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 27 of 58 categories (47%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, payroll-software, peo-providers, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, video-interviewing, whistleblowing-and-investigations, workforce-scheduling
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 24 of 58 categories (41%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, peo-providers, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-6 Luna: a direct first choice kept as first choice or alternative in 22 of 58 categories (38%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-management-suites, workforce-planning, workforce-scheduling
- Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 30 of 58 categories (52%); differing under the strict rule: 360-feedback, 401k-providers, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-giving-and-volunteering, employee-monitoring, employee-onboarding, employee-wellbeing-and-mental-health, financial-wellness-platforms, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, hsa-and-fsa-administration, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, pay-equity, payroll-software, peo-providers, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, staffing-agency-platforms, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, whistleblowing-and-investigations, workforce-planning, workforce-scheduling