Index › HR › Onboarding and employee experience › HR AI assistants › Enterprise · November 2026 Edition
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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · Leena AI 24%
35Moveworks24Leena AI08HRStak33others
35% of first choices, contested.
Since October 2026▲+8Since October 2026: 27% → 35%, +8 points. Inside the 13-point floor: within noise.Moveworks held the lead, +8 points on 27%, inside the 13-point floor.
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
MeBeBot17%Contested↗new leaderNew leader since October 2026: MeBeBot (17%) replaces Ask BambooHR (32% then, 14% now), 3 points clear, inside the 13-point floor.Standing →Mid-marketMeBeBot21%Contested=heldSince October 2026: 21% → 21%, ±0 points. Inside the 13-point floor: within noise.Standing →Enterprise
Moveworks35%Contested▲+8Since October 2026: 27% → 35%, +8 points. Inside the 13-point floor: within noise.This page
MeBeBot17%Contested↗new leaderNew leader since October 2026: MeBeBot (17%) replaces Ask BambooHR (32% then, 14% now), 3 points clear, inside the 13-point floor.Standing →Mid-marketMeBeBot21%Contested=heldSince October 2026: 21% → 21%, ±0 points. Inside the 13-point floor: within noise.Standing →EnterpriseMoveworks35%Contested▲+8Since October 2026: 27% → 35%, +8 points. Inside the 13-point floor: within noise.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 October 2026
01Moveworks35%7%43endorsed leader▲+8Since October 2026: 27% → 35%, +8 points. Inside the 13-point floor: within noise.27% → 35%
Moveworks35%7%43endorsed leader▲+8Since October 2026: 27% → 35%, +8 points. Inside the 13-point floor: within noise.27% → 35%02
Leena AI24%4%50accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 13-point floor: within noise.22% → 24%
Leena AI24%4%50accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 13-point floor: within noise.22% → 24%03
Workday Illuminate6%15%39accepted challenger▼−8Since October 2026: 14% → 6%, −8 points. Inside the 13-point floor: within noise.14% → 6%
Workday Illuminate6%15%39accepted challenger▼−8Since October 2026: 14% → 6%, −8 points. Inside the 13-point floor: within noise.14% → 6%04
ServiceNow HR Service Delivery4%0%19accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
ServiceNow HR Service Delivery4%0%19accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%05
Espressive Barista4%0%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Espressive Barista4%0%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%06
Workativ Assistant2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Workativ Assistant2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the one product at 0%, ordered by negative rate
07ChatGPT Lab in the set0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
MeBeBot vs ClaudeMeBeBot vs Ask BambooHRMeBeBot vs RipplingMeBeBot vs Workativ AssistantLeena AI vs HiBobLeena AI vs ChatGPTLeena AI vs ClaudeLeena AI vs Ask BambooHRLeena AI vs RipplingLeena AI vs Workativ AssistantHiBob vs ChatGPTHiBob vs ClaudeHiBob vs Ask BambooHRHiBob vs RipplingHiBob vs Workativ AssistantChatGPT vs ClaudeChatGPT vs Ask BambooHRChatGPT vs RipplingChatGPT vs Workativ AssistantClaude vs Ask BambooHRClaude vs RipplingClaude vs Workativ AssistantAsk BambooHR vs RipplingAsk BambooHR vs Workativ AssistantRippling vs Workativ Assistant
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% negative50%
Key
01Moveworks35%
Moveworks35%02Leena AI24%
Leena AI24%03Workday Illuminate6%
Workday Illuminate6%04ServiceNow HR Service Delivery4%
ServiceNow HR Service Delivery4%05Espressive Barista4%
Espressive Barista4%06Workativ Assistant2%
Workativ Assistant2%07ChatGPT0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 Illuminate15%
6 of 39 labels negative · 6 of 14 models · 4 hard negative
“Why Avoid: If your enterprise relies on automated screening tools that make final hiring decisions without a human in the loop, you face significant personal and corporate liability.” GLM 4.7 FlashX, negative prompt
ChatGPT
60%
6 of 10 labels negative · 5 of 14 models · 3 hard negative
“Avoid pure consumer tools (e.g., generic ChatGPT wrappers) as they rarely meet SOC 2/SSO/enterprise standards.” Grok 4.20, scale prompt
Moveworks7%
3 of 43 labels negative · 3 of 14 models
“Capable enterprise platform, but pricing is quote-only, making budget predictability weaker before negotiation.” Perplexity Sonar, budget prompt
HireVue100%
2 of 2 labels negative · 2 of 14 models · 2 hard negative
“HireVue remains the dominant brand in AI video interviewing but carries a compliance track record that should give any TA leader pause.” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
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. 953 links across 332 sites, every framing counted. Ranked by the number of answers carrying the site or page. 37 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 · Moveworks34 answers · 53 citations · 12 models
23 answers · 36 citations · 10 models
vendor site · Teamspective23 answers · 23 citations · 10 models
vendor site · Workativ21 answers · 30 citations · 11 models
vendor site · Leena16 answers · 30 citations · 9 models
vendor site · Workday16 answers · 23 citations · 8 models
publisher (Gane)16 answers · 16 citations · 10 models
14 answers · 17 citations · 9 models
vendor site · SHRM12 answers · 12 citations · 7 models
vendor site · Gartner11 answers · 19 citations · 8 models
11 answers · 12 citations · 9 models
vendor site · Sana Labs11 answers · 12 citations · 6 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.
23 answers · 10 models
20 answers · 10 models
18 answers · 9 models
16 answers · 10 models
9 answers · 6 models
9 answers · 7 models
9 answers · 5 models
8 answers · 5 models
8 answers · 8 models
7 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 | 35% | 88 | 8,100 | 267 | 54,644 | 0 | 2 | |
| Leena leena.ai Leena AI 24% | 24% | 133 | 1,300 | 38 | 8,061 | 0 | ||
| HRStak hrstak.com | 8% | 6 | ||||||
| Workday parent site Workday Illuminate 6%, Workday Self-Service Agent 0%, Workday Assistant 0% | 6% | 68 | 1,220,000 | 23,848 | ||||
| ServiceNow HR servicenow.com ServiceNow HR Service Delivery 4%, ServiceNow EmployeeWorks 2% | 6% | 199 | 170 | 5 | 689,216 | $673 | 101 | 7 |
| Espressive Barista espressive.com | 4% | 15 | ||||||
| Microsoft 365 Copilot | 4% | 90,500 | 1,215 | |||||
| Workativ workativ.com Workativ Assistant 2% | 2% | 48 | 70 | 2 | 1,110 company | |||
| SAP parent site SAP SuccessFactors 2%, SAP Joule 0% | 2% | 389 | 135,000 | 74,309 | ||||
| IBM watsonx Orchestrate ibm.com | 2% | 5 | 31,137,701 | $2,518 | 118 | 3 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (moveworks.com, sanalabs.com, shrm.org). 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 4.5MoveworksMoveworksHeldMoveworksLattice, Zoho Peopleagainst: Leena AIno first choiceagainst: Amazon, Workday Illuminate, iTutorGroup
Two alternatives
ChatGPT, Leena AITwo alternatives
Espressive Barista, Leena AIFive alternatives
Eightfold AI, Leena AI, Rippling, ServiceNow Virtual Agent, Workday IlluminateOne alternative
Workativ AssistantGPT-5.4 miniWorkday's HR AI / Self-Service AgentServiceNow HR Service DeliveryChangedWorkday Illuminate, Workday Self-Service AgentMicrosoft 365 Copilotno first choiceagainst: Anthropic, ChatGPT Work, xAI's Grok
Two alternatives
Leena AI, ServiceNow HR Service Delivery with AI agents / HR Business Partner AssistantThree alternatives
Microsoft Copilot Studio, Workday Help, Workday Self-Service AgentThree alternatives
Microsoft Copilot, Oracle Fusion HCM AI Agents, SAP Joule assistants in SuccessFactorsOne alternative
ChatGPTGemini 3.5 FlashLeena AI, MoveworksMoveworksChangedSAP SuccessFactors, Workday Assistant, Workday IlluminateLeena AIno first choiceagainst: Anthropic, ChatGPT
Five alternatives
Eightfold AI, Paradox, Phenom, SAP SuccessFactors, Workday IlluminateFive alternatives
Leena AI, Microsoft Copilot Studio, SAP Joule, ServiceNow HR Service Delivery, Workday AssistantFive alternatives
Eightfold AI, Moveworks, Oracle Cloud HCM AI, Paradox, ServiceNow HR Service DeliveryFive alternatives
Microsoft Copilot, Microsoft Viva, Moveworks, Paradox, ServiceNow HR Service DeliveryPerplexity SonarMoveworksagainst: ChatGPTServiceNow HR Service Delivery with MoveworksChangedno first choiceWorkativ Assistantagainst: Moveworksno first choiceagainst: Workday Illuminate
Three alternatives
Leena AI, ServiceNow HR Service Delivery, Workday IlluminateFour alternatives
Espressive Barista, Leena AI, Workativ Assistant, Workday AssistantNine alternatives
Eightfold AI, IBM watsonx Orchestrate, Leena AI, Moveworks, Oracle Fusion HCM AI Agents, Paradox, Sana, ServiceNow HR Service Delivery, Workday IlluminateThree alternatives
Leena AI, Salesforce Agentforce HR Service, Workday Self-Service AgentGrok 4.20Moveworksagainst: ClaudeMoveworksHeldMoveworksagainst: Applaud, Humand, SimpplrLeena AIagainst: IBM watsonx Orchestrate, Wisq Harper, Workativ Assistantno first choiceagainst: ChatGPTagainst: ChatGPT, Claude, Copilot, Gemini
Three alternatives
Leena AI, ServiceNow HR Service Management with AI, Workday IlluminateThree alternatives
Espressive Barista, Leena AI, Workday HelpFive alternatives
Leena AI, SAP Joule, Wisq Harper, Workativ Assistant, Workday Self-Service AgentThree alternatives
Moveworks, ServiceNow HR Service Delivery, Workday IlluminateMistral SmallMoveworksEspressive Barista, Leena AIChangedMoveworksLeena AIno first choicenothing named
Five alternatives
IBM Watsonx Assistant, Kore.ai, Leena AI, Wonderchat, Workday IlluminateSeven alternatives
Aisera, Leena AI, Oracle Digital Assistant, SAP Joule, UKG Bryte, Workativ Assistant, Workday IlluminateOne alternative
Workday EverywhereDeepSeek V4 FlashMoveworksLeena AIChangedMoveworksServiceNow HR Service Deliveryagainst: Vistry/Evano first choiceagainst: HireVue's Video Interview & Facial Analysis, Oracle Fusion HCM AI Agents, SAP SuccessFactors, Workday's AI-Powered Applicant Screening
Four alternatives
Leena AI, Oracle Fusion HCM AI Agents, ServiceNow AI Platform, Workday IlluminateFour alternatives
Espressive Barista, Moveworks, Sana, Workday AssistantSix alternatives
Darwinbox, Leena AI, Oracle Fusion HCM AI Agents, SAP SuccessFactors, ServiceNow HR Service Delivery, Workday IlluminateThree alternatives
Microsoft 365 Copilot, Workativ AI, Workday IlluminateLlama 4 MaverickMoveworksEspressive Barista, Leena AI, Workday IlluminateChangedno first choiceHRStakno first choicenothing named
Three alternatives
Leena AI, TriNet Assistant, Workday IlluminateThree alternatives
Leena AI, Moveworks, eesel AIQwen 3.7 FlashMoveworksMoveworksHeldMoveworksagainst: Gemini, Microsoft CopilotHRStakagainst: Ask BambooHR, Leena AI, Microsoft Copilotno first choiceagainst: Workday Illuminate
Four alternatives
Leena AI, Paradox, ServiceNow Virtual Agent, Workday IlluminateTwo alternatives
Espressive Barista, Leena AIThree alternatives
Leena AI, ServiceNow HR Service Delivery, Workday IlluminateOne alternative
Workativ AssistantKimi K2MoveworksLeena AIChangedagainst: MoveworksLeena AILeena AIagainst: Microsoft 365 CopilotSAP SuccessFactors, Workday Illuminateagainst: Eightfold AI, HireVue, Pymetrics, Workday Illuminate
Four alternatives
Glean, Leena AI, Microsoft 365 Copilot, Workday IlluminateTwo alternatives
Espressive Barista, Microsoft Copilot for HREight alternatives
Microsoft 365 Copilot, Moveworks, Oracle Cloud HCM AI, SAP Joule, ServiceNow HR Service Delivery, Wisq Harper, Workativ Assistant, Workday IlluminateFour alternatives
Joule, Moveworks, Wisq Harper, Workday Self-Service AgentGLM 4.7 FlashXMoveworksLeena AIChangedLeena AILeena AIno first choiceagainst: ChatGPT, Eightfold AI, Workday Illuminate
Six alternatives
EnterpriseBot EVA, Galileo, IBM AskHR, Leena AI, ServiceNow HR Service Delivery, Workday IlluminateTwo alternatives
Moveworks, Workday AssistantFour alternatives
Celper AI, Humand, IBM watsonx, Workday AgentsFive alternatives
Eva, IBM watsonx Orchestrate, Moveworks, Workday Assistant, ibl.ai HR Support AgentMiniMax M2.5MoveworksLeena AI, MoveworksChangedLeena AIHRStak, IBM watsonx Orchestrateagainst: Microsoft 365 Copilotno first choicenothing named
Four alternatives
Leena AI, ServiceNow HR Service Delivery, Workday Illuminate, ZeligateTwo alternatives
Paradox, PhenomFour alternatives
Eightfold AI, ServiceNow HR Service Delivery, Workativ Assistant, Workday IlluminateOne alternative
Leena AIGPT-6 LunaServiceNow EmployeeWorksMoveworksChangedno first choiceMicrosoft 365 Copilotno first choiceagainst: Copilotnothing named
Two alternatives
Now Assist for HRSD, SanaTwo alternatives
Leena AI, ServiceNow HR Service DeliverySix alternatives
ADP Assist, Oracle AI agents / Employee Concierge, SAP Joule, Sana, ServiceNow Now Assist for HR Service Delivery, UKG Bryte AIOne alternative
Workday Sana Self-Service AgentMuse Glimmer 30BMoveworksWorkday IlluminateChangedMoveworks, Workday Self-Service AgentHRStakagainst: Moveworksno first choiceagainst: ChatGPT, HireVue, Pymetrics, Workday Illuminate
Three alternatives
Leena AI, Wisq Harper, Workday IlluminateThree alternatives
Espressive Barista, Leena AI, MoveworksThree alternatives
Leena AI, Rippling, SAP JouleOne alternative
Leena AIBold 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.
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 | 2026-11-01 11:18 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:22 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:39 | yes | 8 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:39 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:53 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:27 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | yes | 5 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 19 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 15 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:17 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:04 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:10 | yes | 13 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 10 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:12 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 5 | 14 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:57 | yes | 9 | 74 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:38 | yes | 24 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | yes | 5 | 44 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:53 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:15 | yes | 12 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:14 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:05 | yes | 18 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:31 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 9 | 43 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 18 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 24 | 125 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | yes | 25 | 59 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:46 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 23 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:54 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 13 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 9 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:11 | yes | 5 | 49 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:55 | yes | 19 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:35 | yes | 23 | 73 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:42 | yes | 5 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:14 | yes | 2 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:41 | yes | 23 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | yes | 19 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | yes | 1 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:54 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:46 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:08 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:26 | yes | 21 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | yes | 15 | 56 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:58 | yes | 23 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:40 | yes | 15 | 116 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:32 | yes | 10 | 38 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | yes | 7 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:27 | yes | 8 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 14 | 39 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:49 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:45 | yes | 23 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:17 | yes | 25 | 116 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:08 | yes | 10 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 25 | 40 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ADP read as ADP Assist
BambooHR read as Ask BambooHR
Eightfold read as Eightfold AI
Espressive read as Espressive Barista
Espressive (now Resolve/Barista) read as Espressive Barista
OpenAI read as ChatGPT
Oracle read as Oracle Fusion HCM AI Agents
Oracle Fusion AI agents read as Oracle Fusion HCM AI Agents
Oracle HCM (Employee Concierge / HCM Professional Concierge / Digital Assistant for HCM) read as Oracle Fusion HCM AI Agents
Oracle HCM Cloud read as Oracle Fusion HCM AI Agents
SAP read as SAP SuccessFactors
SAP SuccessFactors AI read as SAP SuccessFactors
SAP SuccessFactors Joule read as SAP Joule
ServiceNow read as ServiceNow HR Service Delivery
ServiceNow (HRSD + Now Assist) read as ServiceNow HR Service Delivery
ServiceNow (Now Assist for HR / Otto) read as ServiceNow HR Service Delivery
ServiceNow (Now Assist for HRSD) read as ServiceNow HR Service Delivery
ServiceNow (Now Assist) read as ServiceNow HR Service Delivery
ServiceNow HRSD (Now Assist) read as ServiceNow HR Service Delivery
ServiceNow HRSD (Virtual Agent) read as ServiceNow HR Service Delivery
ServiceNow HRSD AI Agents read as ServiceNow HR Service Delivery
Workativ read as Workativ Assistant
Workday read as Workday Illuminate
Workday (Sana AI) read as Workday Illuminate
Workday (Sana/Self-Service Agent) read as Workday Illuminate
Unresolved, counted raw
ADP AI Assistant
Agentik Apps
ChatGPT Work
Dayforce AI
EnterpriseBot EVA
Eva
Galileo (The Josh Bersin Company)
HireVue's Video Interview & Facial Analysis
IBM Watsonx Assistant
Kore.ai AI For HR
Microsoft Employee Self-Service Agent
Now Assist for HRSD
Oracle AI agents / Employee Concierge
Oracle Digital Assistant
Oracle HCM AI Assistant
SAP Joule assistants in SuccessFactors
ServiceNow AI Platform (EmployeeWorks)
ServiceNow HR Service Delivery with AI agents / HR Business Partner Assistant
ServiceNow HR Service Delivery with Moveworks
ServiceNow HR Service Management with AI (Virtual Agent)
Supervity
Tobie
Vistry/Eva
Workativ AI
Workday Agents (Flex Credits)
Workday Everywhere
Workday Help Journeys
Workday Sana Self-Service Agent
Workday's AI-Powered Applicant Screening
Workday's HR AI / Self-Service Agent
Yellow.ai
ibl.ai HR Support Agent
xAI's Grok
Discontinued, still offered
No shut-down product was recommended here.