HR AI assistants for enterprise buyers
Asked as “AI assistant for HR teams”, and as “HR chatbot for employee questions”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · Leena AI 22%
27Moveworks22Leena AI14Workday Illuminate37others
27% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Moveworks (28%) replaces Leena AI (36% then, 23% now), 5 points clear, inside the 13-point floor.Moveworks leads at 28%, replacing Leena AI, which led at 36% and stands at 23% now: 5 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.Standing →Enterprise
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.This page
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.Standing →EnterpriseMoveworks27%Contested↗new leaderNew leader since September 2026: Moveworks (28%) replaces Leena AI (36% then, 23% now), 5 points clear, inside the 13-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Moveworks27%12%33accepted challenger▲+3Since September 2026: 24% → 28%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 28%
Moveworks27%12%33accepted challenger▲+3Since September 2026: 24% → 28%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 28%02
Leena AI22%11%37accepted challenger▼−12Since September 2026: 36% → 23%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.36% → 23%
Leena AI22%11%37accepted challenger▼−12Since September 2026: 36% → 23%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.36% → 23%03
Workday Illuminate14%19%36accepted challenger▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.2% → 16%
Workday Illuminate14%19%36accepted challenger▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.2% → 16%04
ServiceNow HR Service Delivery4%7%15accepted challenger▼−4Since September 2026: 9% → 5%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 5%
ServiceNow HR Service Delivery4%7%15accepted challenger▼−4Since September 2026: 9% → 5%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 5%Show the three products at 0%, ordered by negative rate
07ChatGPT Lab in the set0%80%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
06
Eightfold AI0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Eightfold AI0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%05
Paradox0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Paradox0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 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 zero times of 48. 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 →
010203040506C07
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Moveworks27%
Moveworks27%02Leena AI22%
Leena AI22%03Workday Illuminate14%
Workday Illuminate14%04ServiceNow HR Service Delivery4%
ServiceNow HR Service Delivery4%05Paradox0%
Paradox0%06Eightfold AI0%
Eightfold AI0%07ChatGPT0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, 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.
ChatGPT
80%
8 of 10 labels negative · 8 of 14 models · 3 hard negative
“Using general-purpose public Large Language Models (like standard, non-enterprise tiers of ChatGPT, Claude, or Gemini) as informal "HR assistants"” Gemini 3.5 Flash, negative prompt
Workday Illuminate19%
7 of 36 labels negative · 6 of 14 models · 3 hard negative
“Currently facing class-action lawsuits alleging AI-powered hiring tools discriminate against Black and other minority applicants” MiniMax M2.5, negative prompt
Eightfold AI36%
4 of 11 labels negative · 4 of 14 models · 3 hard negative
“alleging the company scraped data on more than one billion workers, generated secret "Match Scores"... and auto-filtered candidates before any human reviewed their applications” Muse Glimmer 30B, negative prompt
Leena AI11%
4 of 37 labels negative · 4 of 14 models · 1 hard negative
“**Leena AI** is flagged as "contested" by multiple AI recommendation models, with a significant share of first choices marked as contested, indicating potential reliability or bias concerns” Mistral Small, negative 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
81 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. 1187 links across 384 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.
vendor site · Moveworks44 answers · 91 citations · 13 models
vendor site · Wonderchat25 answers · 39 citations · 10 models
22 answers · 27 citations · 11 models
vendor site · Intervue22 answers · 23 citations · 8 models
vendor site · Humand22 answers · 22 citations · 11 models
vendor site · Teamspective19 answers · 19 citations · 10 models
vendor site · Rework17 answers · 25 citations · 11 models
15 answers · 29 citations · 8 models
vendor site · Workativ14 answers · 20 citations · 9 models
vendor site · Sana Labs14 answers · 19 citations · 6 models
13 answers · 15 citations · 9 models
vendor site · FirstHR11 answers · 11 citations · 9 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.
39 answers · 12 models
22 answers · 11 models
21 answers · 9 models
19 answers · 9 models
19 answers · 10 models
18 answers · 8 models
17 answers · 11 models
17 answers · 9 models
11 answers · 9 models
11 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Moveworks moveworks.com Moveworks 27%, Moveworks AI Assistant 2% | 29% | 63 | 8,100 | 267 | 54,644 | 0 | 2 | |
| Leena leena.ai Leena AI 22% | 22% | 88 | 1,300 | 38 | 8,061 | 0 | ||
| Workday parent site Workday Illuminate 14% | 14% | 67 | 1,220,000 | 23,848 | ||||
| Microsoft 365 Copilot | 8% | 90,500 | 1,215 | |||||
| ServiceNow HR servicenow.com ServiceNow HR Service Delivery 4%, ServiceNow EmployeeWorks, powered by Moveworks 2%, ServiceNow Virtual Agent 0% | 6% | 161 | 170 | 5 | 689,216 | $673 | 101 | 7 |
| Microsoft Copilot microsoft.com | 2% | 8 | 823,000 | 4,639 | 145,358,109 | $12,455 | 103 | 5 |
| Kinfolk for HR kinfolkhq.com | 2% | 1 | ||||||
| Microsoft Viva | 2% | 1,900 | 233 | |||||
| Rippling rippling.com | 2% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Salesforce's AI Agents for Employees | 2% |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (moveworks.com, sanalabs.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 an enterprise B2B company?”Paraphrase“Which HR chatbot for employee questions would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade HR AI assistants and how do they differ?”Budget-constrained“What is the best AI assistant for HR teams for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI assistant for HR teams. What should we look at?”Negative“Which HR AI assistants should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5MoveworksMoveworksHeldMoveworksLeena AIno first choiceagainst: ChatGPTnothing named
Two alternatives
Leena AI, Workday IlluminateThree alternatives
Espressive Barista, Leena AI, WorkatoFour alternatives
Leena AI, ServiceNow HR Service Delivery, Wisq, Workday IlluminateTwo alternatives
Ask BambooHR, LatticeGPT-5.4 miniServiceNow HR Service DeliveryServiceNow Employee Center + Now Assist, Workday Self-Service / HR Service AgentChangedSana, Workday IlluminateMicrosoft 365 Copilotagainst: ChatGPTno first choicenothing named
Three alternatives
Copilot Studio, Leena AI, Workday IlluminateOne alternative
Oracle Digital AssistantFive alternatives
ADP Assist, Dayforce AI Assistant, Oracle Fusion HCM AI Agents, SAP Joule, UKG Bryte AIOne alternative
Google GeminiGemini 3.5 FlashMoveworksMoveworksHeldno first choiceMoveworksno first choiceagainst: ChatGPT, Claude, Eightfold AI, Fireflies.ai, Gemini, Granola, Otter.ai, Workday’s AI-Powered Applicant Screening Tools, Zoom AI Companion
Five alternatives
Eightfold AI, Leena AI, Paradox, Sana from Workday, ServiceNow OttoFour alternatives
Leena AI, MeBeBot, ServiceNow Virtual Agent, WorkatoThree alternatives
Leena AI, MeBeBot, Microsoft CopilotPerplexity SonarMoveworks, Workday IlluminateLeena AI, MoveworksChangedLeena AI, Moveworksagainst: Microsoft Copilot for HR use casesServiceNow HR Service Delivery with its AI assistantagainst: Moveworks, Workday Illuminateno first choiceagainst: ChatGPT, Claude, Gemini
Three alternatives
Microsoft Copilot, SAP Joule, SanaTwo alternatives
Espressive Barista, ServiceNow HRFour alternatives
IBM watsonx Orchestrate, Paradox, ServiceNow HR Service Delivery, Workday IlluminateOne alternative
SAP Joule agentsGrok 4.1 FastWorkday IlluminateServiceNow HR Service DeliveryChangedno first choiceMicrosoft Vivaagainst: Leena AI, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, Visier, Workday Illuminateno first choiceagainst: Amazon's Recruiting Tool, ChatGPT, Eightfold AI, Workday Illuminate
Three alternatives
Moveworks AI Assistant, Oracle Fusion HCM AI Agents, SAP JouleThree alternatives
Espressive Barista, Moveworks, Workday AssistantMistral SmallWorkday IlluminateWorkday IlluminateHeldMoveworksLeena AI, Workday Illuminateagainst: ChatGPT, Ripplingno first choiceagainst: Leena AI, Workativ Assistant
Two alternatives
Moveworks AI Assistant, ServiceNow Virtual AgentTwo alternatives
Leena AI, MiniloopSeven alternatives
Eightfold AI, Humand, Leena AI, Omni HR, Paradox, ServiceNow Virtual Agent, Workday IlluminateDeepSeek V4 FlashMoveworksagainst: Microsoft CopilotLeena AIChangedWorkday IlluminateMicrosoft 365 Copilotagainst: Moveworksno first choiceagainst: ActivTrak, Amazon's Automated Recruiting Engine, HireVue, Oracle Fusion HCM AI Agents, SAP SuccessFactors, Teramind, Time Doctor, Workday AI Scores
Three alternatives
Leena AI, ServiceNow Now Assist for HR Service Delivery, Workday IlluminateFour alternatives
Espressive Barista, Moveworks, ServiceNow HR Service Delivery, Workday IlluminateFour alternatives
Moveworks, Oracle Fusion HCM AI Agents, Paradox, ServiceNow HR Service DeliveryOne alternative
Workday IlluminateLlama 4 MaverickLeena AI, MoveworksLeena AIChangedno first choiceno first choiceno first choicenothing named
One alternative
Workday IlluminateFour alternatives
CustomGPT.ai, Leena AI, Omni HR, Vikk AIQwen 3.7 FlashMoveworksLeena AIChangedMoveworksMicrosoft Copilot, Workday Illuminateagainst: Leena AI, Moveworksno first choiceagainst: Amazon Recruiting Tool, Workday Illuminate
Three alternatives
Aisera, Leena AI, Workday IlluminateThree alternatives
Humanly, Microsoft Copilot Studio, Mya SystemsTwo alternatives
Microsoft Copilot, ParadoxOne alternative
Workativ AssistantKimi K2MoveworksLeena AIChangedMoveworksLeena AI, Microsoft 365 Copilotno first choiceagainst: Amazon's Scrapped AI Recruiting Tool, HireVue, Workday Illuminate
Three alternatives
Leena AI, ServiceNow HR Service Delivery, Workday IlluminateThree alternatives
Espressive Barista, ServiceNow HR Service Delivery, Workday AssistantSeven alternatives
Leena AI, Oracle Fusion HCM AI Agents, SAP SuccessFactors, ServiceNow HR Service Delivery, UKG Pro, Workativ Assistant, Workday IlluminateTwo alternatives
ServiceNow HR Service Delivery, Workday HCM with AIGLM 4.7 FlashXMoveworks AI Assistantagainst: Ask BambooHRSpace HRChangedagainst: MoveworksLeena AI, Workday Illuminateagainst: VisierRipplingno first choiceagainst: Amazon’s Recruiting AI
Four alternatives
Leena AI, Paradox, Workday Illuminate, XORThree alternatives
Espressive Barista, Leena AI, WorkatoThree alternatives
Humata, Moveworks, SeekOutTwo alternatives
Gusto, LatticeMiniMax M2.5Workday IlluminateLeena AI, MoveworksChangedMoveworksno first choiceMicrosoft 365 Copilotagainst: Amazon's AI Recruiting Tool, ChatGPT, Claude, Eightfold AI, Gemini, Workday Illuminate
Two alternatives
Moveworks AI Assistant, WonderchatThree alternatives
ServiceNow HR Service Delivery, Workativ Assistant, Workday IlluminateFive alternatives
Humand, Leapsome, Paradox, ServiceNow Virtual Agent, Workday IlluminateGPT-6 LunaWorkday's Sana Self-Service AgentServiceNow EmployeeWorks, powered by MoveworksChangedno first choiceagainst: Workday AssistantSalesforce's AI Agents for Employeesagainst: Copilot Chatno first choicenothing named
Three alternatives
Microsoft Employee Self-Service Agent, Moveworks, Now Assist for HR Service DeliveryTwo alternatives
Now Assist for HRSD, Workday"s HR Service Agent / SanaSix alternatives
ADP Assist, Oracle AI for Fusion Cloud HCM, SAP Joule, Sana, ServiceNow Now Assist for HR Service Delivery, UKG Bryte AIOne alternative
ServiceNow HR FoundationMuse Glimmer 30BMoveworksLeena AIChangedWorkday Sana AI Agents / Workday AI AgentsKinfolk for HRagainst: HiBob, Lattice, Leena AI, Rippling, ServiceNow Now Assist / Moveworks, Visier, Workday Illuminateno first choiceagainst: ChatGPT, Eightfold AI, HireVue, Pymetrics
Four alternatives
Eightfold AI, Leena AI, ServiceNow Virtual Agent, Workday IlluminateTwo alternatives
Espressive Barista, MoveworksThree alternatives
Gloat Loomra Agentic HR Platform, Leena AI WorkLM / AI Colleagues, ServiceNow HR Service ManagementBold 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 10:15 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:46 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:18 | yes | 19 | 64 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:05 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 23 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:33 | yes | 6 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 21 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:40 | yes | 9 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:26 | yes | 9 | 12 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:40 | yes | 12 | 70 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:56 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:37 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:53 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:59 | yes | 9 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:02 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:55 | yes | 13 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:42 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:02 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:54 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 25 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:45 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:14 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:38 | yes | 24 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:06 | yes | 13 | 57 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:03 | yes | 9 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 3 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:57 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:53 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:14 | yes | 11 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:41 | yes | 27 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:24 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:05 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:48 | yes | 25 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:10 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:37 | yes | 10 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 24 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 25 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 23 | 37 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:06 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:59 | yes | 25 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:01 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:44 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:19 | yes | 19 | 55 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:41 | yes | 17 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:29 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:21 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:54 | yes | 10 | 75 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 25 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 23 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:32 | yes | 20 | 85 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:30 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:50 | yes | 21 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:37 | yes | 1 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:44 | yes | 9 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:22 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:54 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:39 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 24 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:30 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 24 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:10 | yes | 13 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:31 | yes | 5 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:04 | yes | 5 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:00 | yes | 15 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:13 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:17 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 28 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 20 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:28 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:16 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:28 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:53 | yes | 10 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:43 | yes | 25 | 65 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:39 | yes | 25 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:45 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:10 | yes | 13 | 25 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
Eightfold read as Eightfold AI
Espressive read as Espressive Barista
Espressive (Barista) read as Espressive Barista
Leena read as Leena AI
OpenAI read as ChatGPT
Oracle Cloud HCM read as Oracle Fusion HCM AI Agents
Oracle Fusion Cloud HCM read as Oracle Fusion HCM AI Agents
Oracle Fusion Cloud HCM AI agents read as Oracle Fusion HCM AI Agents
Oracle HCM read as Oracle Fusion HCM AI Agents
Oracle HCM Cloud (with Bryte AI) read as Oracle Fusion HCM AI Agents
Oracle HCM Cloud AI Agents read as Oracle Fusion HCM AI Agents
SAP SuccessFactors with Joule read as SAP Joule
ServiceNow read as ServiceNow HR Service Delivery
ServiceNow (Employee Center / Virtual Agent) read as ServiceNow HR Service Delivery
ServiceNow HR Service Delivery with Now Assist / Virtual Agent read as ServiceNow HR Service Delivery
ServiceNow HRSD read as ServiceNow HR Service Delivery
ServiceNow's HR Virtual Agent read as ServiceNow HR Service Delivery
Workativ read as Workativ Assistant
Workday read as Workday Illuminate
Workday (AI Hiring Features) read as Workday Illuminate
Workday (AI-Powered Screening Tools) read as Workday Illuminate
Workday (Sana/Illuminate) read as Workday Illuminate
Workday (Suite Copilot) read as Workday Illuminate
Workday (Workday Illuminate & Workday Assistant) read as Workday Illuminate
Workday (with AI Agents) read as Workday Illuminate
Workday (with Illuminate/Joule AI agents) read as Workday Illuminate
Unresolved, counted raw
Amazon Recruiting Tool
Amazon's Automated Recruiting Engine
Amazon's Recruiting Tool
Amazon's Scrapped AI Recruiting Tool
ClickUp AI
Copilot Chat
Copilot Studio
Dayforce AI Assistant
Fireflies.ai
Gloat Loomra Agentic HR Platform
Granola
Humata
Kinfolk for HR
Leena AI WorkLM / AI Colleagues
Microsoft Copilot for HR use cases
Microsoft Employee Self-Service Agent
Now Assist for HR Service Delivery
Now Assist for HRSD
Oracle AI for Fusion Cloud HCM
Oracle Digital Assistant
SAP Joule agents
Salesforce's AI Agents for Employees
Sana from Workday
ServiceNow Employee Center + Now Assist
ServiceNow EmployeeWorks, powered by Moveworks
ServiceNow HR
ServiceNow HR Foundation
ServiceNow HR Service Delivery with its AI assistant
ServiceNow Now Assist / Moveworks
ServiceNow Otto
Vikk AI
Workday AI Scores
Workday HCM with AI (Sana)
Workday Sana AI Agents / Workday AI Agents
Workday Self-Service / HR Service Agent
Workday"s HR Service Agent / Sana
Workday's Sana Self-Service Agent
Workday’s AI-Powered Applicant Screening Tools
Zoom AI Companion
Discontinued, still offered
No shut-down product was recommended here.