HR AI assistants
Asked as “AI assistant for HR teams”, and as “HR chatbot for employee questions”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · Leena AI 12%
21MeBeBot12Leena AI10Rippling58others
21% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: MeBeBot (22%) replaces Workativ Assistant (12% then, 9% now), 13 points clear, inside the 13-point floor.MeBeBot leads at 22%, replacing Workativ Assistant, which led at 12% and stands at 9% now: 13 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Ask BambooHR32%Contested↗new leaderNew leader since September 2026: Ask BambooHR (30%) replaces Gusto (29% then, 9% now), 21 points clear, past the 13-point floor.Standing →Mid-market
MeBeBot21%Contested↗new leaderNew leader since September 2026: MeBeBot (22%) replaces Workativ Assistant (12% then, 9% now), 13 points clear, inside the 13-point floor.This pageEnterprise
Moveworks27%Contested↗new leaderNew leader since September 2026: Moveworks (28%) replaces Leena AI (36% then, 23% now), 5 points clear, inside the 13-point floor.Standing →
Ask BambooHR32%Contested↗new leaderNew leader since September 2026: Ask BambooHR (30%) replaces Gusto (29% then, 9% now), 21 points clear, past the 13-point floor.Standing →Mid-marketMeBeBot21%Contested↗new leaderNew leader since September 2026: MeBeBot (22%) replaces Workativ Assistant (12% then, 9% now), 13 points clear, inside the 13-point floor.This pageEnterpriseMoveworks27%Contested↗new leaderNew leader since September 2026: Moveworks (28%) replaces Leena AI (36% then, 23% now), 5 points clear, inside the 13-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01MeBeBot21%0%18accepted challenger▲+12Since September 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 22%
MeBeBot21%0%18accepted challenger▲+12Since September 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 22%02
Leena AI12%10%31accepted challenger▲+5Since September 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 11%
Leena AI12%10%31accepted challenger▲+5Since September 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 11%03
Rippling10%6%16accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%
Rippling10%6%16accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%04
HiBob8%0%15accepted challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 7%
HiBob8%0%15accepted challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 7%05
Workativ Assistant8%12%17accepted challenger▼−4Since September 2026: 12% → 9%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 9%
Workativ Assistant8%12%17accepted challenger▼−4Since September 2026: 12% → 9%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 9%06ChatGPT Lab in the set8%50%14criticized challenger▼−2Since September 2026: 10% → 9%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 9%
07
Lattice6%0%15accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%
Lattice6%0%15accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%08
Claude Lab in the set6%50%10criticized challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 7%
Claude Lab in the set6%50%10criticized challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 7%09Moveworks2%33%18criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Moveworks2%33%18criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%Show the two products at 0%, ordered by negative rate
11
Workday Illuminate0%38%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Workday Illuminate0%38%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10Ask BambooHR0%14%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Ask BambooHR0%14%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
ChatGPT is made by OpenAI, whose model GPT-5.4 mini and GPT-6 Luna is in the set. On the four share prompts that model made it the first choice zero times of 8; the other twelve models four times of 48. Claude is made by Anthropic, whose model Claude Haiku 4.5 is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
MeBeBot vs Workativ AssistantMeBeBot vs ChatGPTMeBeBot vs LatticeMeBeBot vs ClaudeLeena AI vs RipplingLeena AI vs HiBobLeena AI vs Workativ AssistantLeena AI vs ChatGPTLeena AI vs LatticeLeena AI vs ClaudeRippling vs HiBobRippling vs Workativ AssistantRippling vs ChatGPTRippling vs LatticeRippling vs ClaudeHiBob vs Workativ AssistantHiBob vs ChatGPTHiBob vs LatticeHiBob vs ClaudeWorkativ Assistant vs ChatGPTWorkativ Assistant vs LatticeWorkativ Assistant vs ClaudeChatGPT vs LatticeChatGPT vs ClaudeLattice vs Claude
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405C06
0708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01MeBeBot21%
MeBeBot21%02Leena AI12%
Leena AI12%03Rippling10%
Rippling10%04HiBob8%
HiBob8%05Workativ Assistant8%
Workativ Assistant8%06ChatGPT8%
07Lattice6%
Lattice6%08Claude6%
Claude6%09Moveworks2%
Moveworks2%10Ask BambooHR0%
Ask BambooHR0%11Workday Illuminate0%
Workday Illuminate0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 and Muse Glimmer 30B changed. 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.
Workday Illuminate38%
8 of 21 labels negative · 8 of 14 models · 4 hard negative
“A closely watched class action against the HR management company Workday reached a milestone when the Northern District of California conditionally certified Age Discrimination in Employment Act (ADEA) claims” Claude Haiku 4.5, negative prompt
ChatGPT
50%
7 of 14 labels negative · 6 of 14 models · 3 hard negative
“**Consumer-grade chatbots** used for HR-sensitive work, such as the free versions of ChatGPT, Gemini, or Claude, because they are not designed as enterprise HR systems” Perplexity Sonar, negative prompt
HireVue100%
7 of 7 labels negative · 6 of 14 models · 3 hard negative
“EEOC charges filed in March of 2025, where a deaf indigenous applicant claims that the HireVue automated video software used by Intuit lacked proper captioning” Claude Haiku 4.5, negative prompt
Moveworks33%
6 of 18 labels negative · 5 of 14 models
“Large-enterprise solutions (like Moveworks) are often too expensive and require months of configuration” Gemini 3.5 Flash, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1057 links across 300 sites, every framing counted. Ranked by the number of answers carrying the site or page. 29 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
34 answers · 51 citations · 11 models
vendor site · Wonderchat33 answers · 47 citations · 11 models
vendor site · Moveworks28 answers · 40 citations · 12 models
vendor site · Humand26 answers · 28 citations · 12 models
vendor site · Rework25 answers · 29 citations · 11 models
vendor site · Workativ19 answers · 32 citations · 12 models
vendor site · FirstHR18 answers · 18 citations · 10 models
vendor site · Rippling16 answers · 18 citations · 8 models
vendor site · Intervue15 answers · 15 citations · 10 models
14 answers · 16 citations · 9 models
vendor site · WotNot14 answers · 14 citations · 8 models
vendor site · Teamspective13 answers · 13 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 12 models
24 answers · 10 models
21 answers · 11 models
21 answers · 11 models
18 answers · 7 models
17 answers · 9 models
15 answers · 9 models
15 answers · 11 models
14 answers · 7 models
14 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai assistant for hr teams”, “best ai assistant for hr teams”, “hr ai assistants”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| MeBeBot mebebot.com | 21% | 40 | 70 | 0 | 36 | |||
| Leena leena.ai Leena AI 12% | 12% | 88 | 1,300 | 38 | 8,061 | 0 | ||
| Rippling rippling.com | 10% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| HiBob hibob.com | 8% | 337 | 14,800 | 154 | 266,143 | $54 | 120 | |
| Workativ workativ.com Workativ Assistant 8% | 8% | 30 | 70 | 2 | 1,110 company | |||
| ChatGPT | 8% | 124,000,000 | 218,639 | |||||
| Lattice lattice.com | 6% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Claude claude.com | 6% | 32 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 | |
| Moveworks moveworks.com | 2% | 63 | 8,100 | 267 | 54,644 | 0 | 2 | |
| Humand humand.co | 2% | 8 | 201,000 | 0 | 18,728 | 0 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (moveworks.com). The first result for “ai assistant for hr teams” is shrm.org.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best AI assistant for HR teams for a mid-market B2B company?”Paraphrase“Which HR chatbot for employee questions would you recommend to a mid-sized B2B company?”Comparative“What are the top HR AI assistants and how do they differ?”Budget-constrained“What is the best AI assistant for HR teams for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI assistant for HR teams. What should we look at?”Negative“Which HR AI assistants should I avoid or be cautious about?”
Claude Haiku 4.5Leena AIMeBeBotChangedMoveworksZoho Peopleno first choiceagainst: Aon's Tools, HireVue, Workday Illuminate, iCIMS
Three alternatives
Ask BambooHR, HiBob, LatticeTwo alternatives
Leena AI, Workativ AssistantFour alternatives
Freshservice, Leena AI, ServiceNow HR Service Delivery, Workday IlluminateFive alternatives
ChatGPT, Freshteam, Gusto, JazzHR, Workativ AssistantGPT-5.4 miniMoveworks, Workday HR Service AgentRipplingChangedno first choiceHarmonyHRno first choicenothing named
Two alternatives
MeBeBot, UKG Bryte / assistive AITwo alternatives
MeBeBot, PaylocityTwo alternatives
Ask BambooHR, DianaHRGemini 3.5 FlashLeena AIagainst: Eightfold AI, ServiceNow HR Service DeliveryMeBeBotChangedagainst: MoveworksLeena AI, MoveworksWorkativ Assistantagainst: Eightfold AI, HireVue, Moveworks, ServiceNow HR Service Deliveryno first choiceagainst: ChatGPT, Claude, Eightfold AI, HireVue, Pymetrics, Workday Illuminate
Three alternatives
Rippling, Sana, WorkableThree alternatives
Leena AI, Risotto, Workativ AssistantThree alternatives
Eightfold AI, Paradox, Workday IlluminateFive alternatives
ChatGPT, Claude, Jotform AI Agents, Manatal, MeBeBotPerplexity SonarHiBob, Leena AIagainst: Ask BambooHR, Workday IlluminateWorkativ AssistantChangedLeena AI, Moveworksagainst: ChatGPT, Claude, Microsoft CopilotChatGPT, Claudeagainst: Gustono first choiceagainst: ChatGPT, Claude, Gemini, HireVue, Leena AI, Workativ Assistant
One alternative
RipplingThree alternatives
Freshdesk, Leena AI, Wonderchat WorkspaceFive alternatives
Eightfold AI, Paradox, Rippling, ServiceNow HR, Workday IlluminateOne alternative
TalentHRGrok 4.1 FastRipplingMeBeBotChangedagainst: Moveworksno first choiceChatGPT, Claude, Google Geminino first choiceagainst: Amazon, Eightfold AI, HireVue, Workday Illuminate
Three alternatives
Ask BambooHR, Gusto, LatticeFour alternatives
Ask BambooHR, Freshdesk, HelpJet, Workativ AssistantThree alternatives
Deel, Metaview, Zoho PeopleMistral SmallHiBob, LatticeMeBeBotChangedagainst: HelpJetno first choiceEffy AIno first choicenothing named
Four alternatives
Darwinbox, HR Konnect, Paycor, ReworkTwo alternatives
Ask BambooHR, Workativ's BambooHR ChatbotTwo alternatives
360Learning, BonuslyDeepSeek V4 FlashRipplingMeBeBotChangedagainst: Leena AI, Moveworksno first choiceDeel HRagainst: Ask BambooHR, Ripplingno first choiceagainst: Amazon's AI Recruiting Tool, Eightfold AI, Workday Illuminate
Four alternatives
Ask BambooHR, Deel HR, HiBob, LatticeThree alternatives
Ask BambooHR, Freshdesk, WotNotTen alternatives
HiBob, Humand, IBM watsonx Orchestrate, Lattice, Leena AI, Oracle Fusion HCM AI Agents, Paradox, Rippling, ServiceNow HR, Workday IlluminateFive alternatives
Bonusly, Gusto, HelpJet, Lindy, PinLlama 4 MaverickLatticeMeBeBotChangedagainst: Moveworks, Workday Assistantno first choiceReworkno first choiceagainst: ChatGPT, Claude, Gemini, HireVue, Leena AI, Workativ Assistant
Four alternatives
Darwinbox, HiBob, Paycor, ReworkTwo alternatives
BambooHR's AI assistant, HelpJetThree alternatives
Carly, HappyRobot, SimularQwen 3.7 FlashRipplingLeena AIChangedMoveworks, Workativ Assistantagainst: ChatGPT, Microsoft CopilotChatGPT, Claudeagainst: hireEZno first choiceagainst: Amazon’s Early Recruitment Engine, Workday Illuminate, iTutorGroup’s Proprietary Scoring Tool
Three alternatives
HiBob, Paradox, WonderchatTwo alternatives
MeBeBot, TangoSix alternatives
Eightfold AI, Greenhouse, HiBob, Leena AI, ServiceNow HR Service Delivery, Workday IlluminateFive alternatives
Calendly, Chili Piper, Google Gemini, Indeed Assist, LinkedIn RecruiterKimi K2HiBobLeena AI, MeBeBotChangedagainst: Ask BambooHRLeena AI, ParadoxManatalno first choiceagainst: Amazon, Ashby, Greenhouse, HireVue, Lever, Pymetrics, Workday Illuminate, iCIMS
Three alternatives
Ask BambooHR, Lattice, Leena AIOne alternative
WotNotFour alternatives
Moveworks, ServiceNow HRSD AI, Workday Illuminate, XORFour alternatives
Ask BambooHR, ClickUp, Kvistly, TalentHRFour alternatives
Ask BambooHR, Leena AI, Moveworks, RipplingGLM 4.7 FlashXHumandMeBeBotChangedLeena AIMeBeBotno first choiceagainst: Amazon's AI Hiring Tool, ChatGPT, Workday AI Candidate Screening
Seven alternatives
Alignify, Ask BambooHR, Gusto, HiBob, Kriatix, Lattice, WorkhumanThree alternatives
Leena AI, Workativ Assistant, WotNotSix alternatives
Deel, Factorial One AI, Humand, Paradox, Rippling, WonderchatEight alternatives
Ask BambooHR, Bonusly, ChatGPT HR Assistant, Lattice, Lindy, Softr, WotNot, Zoho RecruitMiniMax M2.5Workativ AssistantMeBeBot, Workativ AssistantChangedLeena AIChatGPTno first choicenothing named
Four alternatives
ChatGPT Lab, HiBob, Lattice, Leena AIOne alternative
Leena AIThree alternatives
Espressive Barista, MeBeBot, MoveworksTwo alternatives
Gusto, Workativ AssistantGPT-6 LunaRipplingMicrosoft Copilot StudioChangedWorkday Assistant, Workday IlluminateMicrosoft Copilot Chatno first choiceagainst: Workday Illuminate
Three alternatives
ADP Assist, Harmony, Lattice HR Help DeskOne alternative
Leena AIFive alternatives
Leena AI, Oracle AI for HCM / Employee Concierge, SAP Joule for SuccessFactors, ServiceNow EmployeeWorks / Moveworks, Workday Paradox Conversational ATSOne alternative
ChatGPTMuse Glimmer 30BHiBob, LatticeLeena AIChangedagainst: MoveworksLeena AIMeBeBotno first choiceagainst: Amazon's former AI recruitment tool, ChatGPT, Claude, Workday AI-powered candidate screening
Two alternatives
BambooHR AI Assistant, Wonderchat WorkspaceFour alternatives
Ask BambooHR, Espressive Barista, MeBeBot, Workativ AssistantSix alternatives
CustomGPT.ai, Lattice, Moveworks, Rippling, ServiceNow HR Service Delivery, Workday IlluminateTwo alternatives
Manatal, WotNotBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:25 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:28 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:06 | yes | 27 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:12 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:11 | yes | 21 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:09 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:13 | yes | 23 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:20 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:25 | yes | 23 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:21 | yes | 19 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:03 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:55 | yes | 12 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:13 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:09 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:40 | yes | 20 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:01 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:59 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:44 | yes | 18 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:57 | yes | 22 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:20 | yes | 10 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 19 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 23 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:53 | yes | 15 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:35 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:03 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:41 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:39 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:08 | yes | 15 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:32 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:44 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:00 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:33 | yes | 21 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:10 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:30 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:22 | yes | 22 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:38 | yes | 22 | 376 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:32 | yes | 15 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:06 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:21 | yes | 14 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:29 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:57 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 18 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:37 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:32 | yes | 23 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:49 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:21 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:03 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:45 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:36 | yes | 15 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:14 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:19 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:57 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | no | 0 | 23 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:43 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:06 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:39 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:07 | yes | 9 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:52 | yes | 14 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:26 | yes | 15 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:37 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:32 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:21 | yes | 13 | 37 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:27 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:48 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:15 | yes | 31 | 48 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:24 | yes | 21 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:19 | yes | 19 | 5 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:42 | yes | 23 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:15 | yes | 10 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:47 | yes | 25 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 24 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:53 | yes | 5 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:20 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:29 | yes | 15 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BambooHR read as Ask BambooHR
BambooHR (Ask BambooHR) read as Ask BambooHR
BambooHR AI read as Ask BambooHR
Effy read as Effy AI
Espressive read as Espressive Barista
Oracle Fusion Agentic Applications read as Oracle Fusion HCM AI Agents
ServiceNow read as ServiceNow HR Service Delivery
ServiceNow HRSD read as ServiceNow HR Service Delivery
Workativ read as Workativ Assistant
Workday read as Workday Illuminate
Workday (AI Recruiting Modules) read as Workday Illuminate
Workday (AI screening/assistant modules) read as Workday Illuminate
Workday (Workday Illuminate / Workday AI) read as Workday Illuminate
Workday (specifically HiredScore & Automated Screening Features) read as Workday Illuminate
Unresolved, counted raw
Alignify
Amazon's AI Hiring Tool
Amazon's former AI recruitment tool
Amazon’s Early Recruitment Engine
Aon's Tools
BambooHR AI Assistant
BambooHR's AI assistant
Botpress
ChatGPT Lab
Claude Haiku 4.5
DeepSeek V4 Flash
Elephas
Factorial One AI
G-P Gia
GPT-5.4 mini
Grok 4.1 Fast
HR Konnect
Harmony
HarmonyHR
Heyy.io
Humand's Sammy AI
Indeed Assist
Kriatix
Lattice HR Help Desk
Llama 4 Maverick
Microsoft Copilot Chat
Oracle AI for HCM / Employee Concierge
Oracle Digital Assistant / Oracle AI Agents
Perplexity Sonar
Personio Assistant
Rework People app
SAP Joule for SuccessFactors
ServiceNow EmployeeWorks / Moveworks
ServiceNow HR
ServiceNow HRSD AI
Simular
Synk
UKG Bryte / assistive AI
UKG Xander
Workativ's BambooHR Chatbot
Workday AI Candidate Screening
Workday AI-powered candidate screening
Workday Paradox Conversational ATS
iTutorGroup’s Proprietary Scoring Tool
peopleHum Phia
Discontinued, still offered
No shut-down product was recommended here.