Index › HR › Onboarding and employee experience › HR AI assistants › Enterprise · September 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. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
36%
Contested · Moveworks 24%
36Leena AI24Moveworks09ServiceNow HR Service Delivery31others
36% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
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.
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
Workativ Assistant vs HiBobWorkativ Assistant vs MoveworksWorkativ Assistant vs Ask BambooHRWorkativ Assistant vs RipplingChatGPT vs Leena AIChatGPT vs LatticeChatGPT vs HiBobChatGPT vs MoveworksChatGPT vs Ask BambooHRChatGPT vs RipplingLeena AI vs LatticeLeena AI vs HiBobLeena AI vs MoveworksLeena AI vs Ask BambooHRLeena AI vs RipplingLattice vs HiBobLattice vs MoveworksLattice vs Ask BambooHRLattice vs RipplingHiBob vs MoveworksHiBob vs Ask BambooHRHiBob vs RipplingMoveworks vs Ask BambooHRMoveworks vs RipplingAsk BambooHR vs Rippling
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 →
01
02
03
04
05
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Leena AI36%
Leena AI36%02Moveworks24%
Moveworks24%03ServiceNow HR Service Delivery9%
ServiceNow HR Service Delivery9%04Workativ Assistant7%
Workativ Assistant7%05Workday Illuminate2%
Workday Illuminate2%06Oracle Fusion HCM AI Agents0%
Oracle Fusion HCM AI Agents0%07Paradox0%
Paradox0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 and MiniMax M2.5 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%
12 of 32 labels negative · 8 of 12 models · 4 hard negative
“Workday faces a landmark federal discrimination lawsuit over AI screening tools that allegedly discriminated against applicants based on disability, race, age, and gender” MiniMax M2.5, negative prompt
HireVue83%
5 of 6 labels negative · 5 of 12 models · 5 hard negative
“famously faced immense regulatory and public backlash over its facial analysis features... Avoid tools that claim to evaluate "personality," "honesty," or "emotion" via video” Gemini 3.5 Flash, negative prompt
ChatGPT
67%
4 of 6 labels negative · 4 of 12 models · 4 hard negative
“Avoid letting your HR teams use consumer-grade AI chatbots (like the free version of ChatGPT, Gemini, or Claude) for HR-sensitive tasks.” DeepSeek V4 Flash, negative prompt
Leena AI11%
4 of 36 labels negative · 4 of 12 models · 2 hard negative
“You should avoid tools like Leena AI or Workativ for this specific need” GLM 4.7 FlashX, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
69 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1080 links across 372 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Moveworks41 answers · 63 citations · 11 models
vendor site · Workativ26 answers · 38 citations · 11 models
vendor site · Rework21 answers · 31 citations · 11 models
vendor site · Humand20 answers · 20 citations · 8 models
15 answers · 18 citations · 8 models
14 answers · 17 citations · 10 models
vendor site · Wonderchat14 answers · 15 citations · 8 models
vendor site · Leena13 answers · 23 citations · 7 models
13 answers · 13 citations · 8 models
13 answers · 13 citations · 7 models
12 answers · 16 citations · 8 models
vendor site · MeBeBot12 answers · 16 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.
33 answers · 11 models
20 answers · 8 models
19 answers · 10 models
13 answers · 8 models
13 answers · 7 models
13 answers · 8 models
12 answers · 11 models
12 answers · 8 models
11 answers · 7 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| Leena leena.ai Leena AI 36% | 36% | 133 | 1,300 | 38 | 8,061 | 0 | ||
| Moveworks moveworks.com | 24% | 88 | 8,100 | 267 | 54,644 | 0 | 2 | |
| ServiceNow HR servicenow.com ServiceNow HR Service Delivery 9%, ServiceNow Employee Center 2% | 11% | 199 | 170 | 5 | 689,216 | $673 | 101 | 7 |
| Workativ workativ.com Workativ Assistant 7% | 7% | 48 | 70 | 2 | 1,110 company | |||
| Workday parent site Workday Illuminate 2%, Workday Assistant 2%, Workday HR Service Agent 2% | 7% | 68 | 1,220,000 | 23,848 | ||||
| MeBeBot mebebot.com | 4% | 35 | 70 | 0 | 36 | |||
| IBM watsonx Orchestrate ibm.com | 2% | 5 | 31,137,701 | $2,518 | 118 | 3 | ||
| Microsoft 365 Copilot | 2% | 90,500 | 1,215 | |||||
| Coworker AI coworker.ai | 2% | |||||||
| Kinfolk kinfolkhq.com | 2% |
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 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 4.5no first choiceLeena AIChangedMoveworksWorkday Assistantagainst: Moveworksno first choiceagainst: Amazon's AI Recruitment Tool
Two alternatives
Espressive Barista, MoveworksThree alternatives
Eightfold AI, Leena AI, Workday IlluminateThree alternatives
ChatGPT, Coworker AI, Microsoft Copilot inside VivaGPT-5.4 miniServiceNow HR Service Deliveryagainst: MeBeBotServiceNow Employee Center, Workday HR Service AgentChangedno first choiceServiceNow HR Service Deliveryno first choicenothing named
Two alternatives
Moveworks, Workday IlluminateOne alternative
Employee Self-Service AgentTwo alternatives
Gemini for Google Workspace / Gemini Enterprise, Microsoft 365 CopilotGemini 3.5 FlashLeena AI, MoveworksMoveworksChangedSAP Joule, Workday IlluminateLeena AIagainst: Microsoft Copilot Studiono first choiceagainst: ChatGPT, Claude, Eightfold AI, Gemini, HireVue, Otter.ai, Read.ai, Workday Illuminate, Zoom's AI Companion
Six alternatives
Eightfold AI, Joule, Paradox, Rippling, Teamspective, Workday IlluminateThree alternatives
Leena AI, MeBeBot, Rezolve.aiFour alternatives
Moveworks, Paradox, Phenom, ServiceNow HR Service DeliveryFour alternatives
MeBeBot, Moveworks, SAP Joule, Workday IlluminatePerplexity SonarMoveworks, ServiceNow HR Service DeliveryMoveworksChangedLeena AI, MoveworksWorkativ Assistantagainst: Leena AI, Moveworks, ServiceNow HR Service Delivery, Workday Illuminateno first choiceagainst: Ask BambooHR, EVA.ai, Microsoft Copilot, Paradox
Five alternatives
CustomGPT.ai, Leena AI, Microsoft Copilot Studio, Teamspective, WindmillThree alternatives
Espressive Barista, Leena AI, ServiceNow HR Service DeliverySeven alternatives
Eightfold AI, Microsoft Copilot Studio, Oracle Fusion HCM AI Agents, Paradox, SAP SuccessFactors, ServiceNow Virtual Agent, Workday IlluminateOne alternative
CustomGPT.aiGrok 4.20Workday IlluminateLeena AI, ServiceNow HR Service DeliveryChangedagainst: Ask BambooHR, Espressive Barista, Paradoxno first choiceMicrosoft 365 Copilotagainst: Rippling, Workday IlluminateCoworker AIagainst: IBM Watson, Noonagainst: Amazon's scrapped 2018 tool, ChatGPT, Eightfold AI, HireVue, IBM, Workday Illuminate
Five alternatives
Leena AI, Moveworks, Oracle Fusion HCM AI Agents, SAP SuccessFactors, ServiceNow HR Service DeliveryOne alternative
MoveworksSeven alternatives
Eightfold AI, Leena AI, Moveworks, Paradox, Phenom, ServiceNow HR Service Delivery, Workday IlluminateOne alternative
ServiceNow HR Service DeliveryThree alternatives
Avante, CustomGPT.ai, Space HRMistral SmallLeena AI, MoveworksLeena AI, MoveworksHeldLeena AIWorkativ Assistantagainst: Leena AI, Visier, Workday Illuminateno first choicenothing named
Nine alternatives
Druid AI, Espressive Barista, Humand, IBM watsonx Orchestrate, Moveworks, Oracle Fusion HCM AI Agents, Paradox, SeekOut, Workday IlluminateDeepSeek V4 FlashLeena AI, MoveworksLeena AIChangedno first choiceagainst: AiseraLeena AIagainst: Workday Illuminateno first choiceagainst: ChatGPT, Claude, Eightfold AI, Gemini, HireVue, Workday Illuminate
Two alternatives
Rippling, Workday IlluminateTwo alternatives
Moveworks, ServiceNow HR Service DeliveryTen alternatives
Humand, IBM watsonx Orchestrate, Leena AI, Moveworks, Oracle Fusion HCM AI Agents, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, Workativ Assistant, Workday IlluminateOne alternative
Microsoft 365 CopilotLlama 4 MaverickWorkativ AssistantMoveworksChangedno first choiceMeBeBotagainst: Moveworksno first choicenothing named
Two alternatives
Moveworks, SanaOne alternative
MiniloopTwo alternatives
Leena AI, Workativ AssistantQwen 3.7 FlashLeena AILeena AIHeldLeena AI, MoveworksKinfolkno first choiceagainst: Amazon’s scrapped internal AI recruiting tool
Four alternatives
Glean, OneVantage, Paradox, VisierTwo alternatives
Microsoft Viva Answers, MoveworksFive alternatives
Druid AI, Eightfold AI, Oracle Fusion HCM AI Agents, Paradox, Workday IlluminateTwo alternatives
IBM watsonx Orchestrate, Workativ AssistantKimi K2Leena AI, MoveworksMoveworksChangedno first choiceUKG Bryteagainst: Guru, Leena AI, Moveworks, Paradoxno first choiceagainst: Amazon's infamous scrapped internal tool, Aon Consulting Assessment Tools, HireVue, Workday Illuminate
Five alternatives
Humand, Joule, Oracle AI, Workativ Assistant, Workday IlluminateThree alternatives
Leena AI, ServiceNow HR Service Delivery, Workday AssistantEight alternatives
Leena AI, MeBeBot, Moveworks, Oracle Fusion HCM AI Agents, SAP Joule, ServiceNow HR Service Delivery, UKG Bryte, Workday IlluminateTwo alternatives
Microsoft Copilot, Workday IlluminateGLM 4.7 FlashXLeena AILeena AIHeldno first choiceagainst: Visier, Workday IlluminateIBM watsonx Orchestrateagainst: Leena AI, Workativ Assistantno first choiceagainst: Amazon’s internal recruiting engine, ChatGPT, Claude, Copilot, Gemini, HireVue, Workday Illuminate
Four alternatives
Moveworks, Paradox, Rippling, Workday IlluminateOne alternative
Workativ AssistantTwo alternatives
Google Gemini, Microsoft 365 CopilotMiniMax M2.5Leena AI, MoveworksLeena AIChangedLeena AIMeBeBotagainst: IBM watsonx Orchestrate, Workday Illuminateno first choiceagainst: Amazon AI recruiting tool, Workday Illuminate
Three alternatives
Humand, ServiceNow HR Service Delivery, Workday IlluminateOne alternative
MoveworksFour alternatives
Espressive Barista, Moveworks, Paradox, Workativ AssistantOne alternative
KinfolkBold 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.
Seventy-two 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 | 2026-09-17 20:13 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:54 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:46 | yes | 20 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:32 | yes | 20 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:13 | yes | 23 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:04 | yes | 16 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:09 | yes | 15 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:48 | yes | 15 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:03 | yes | 14 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:38 | yes | 16 | 67 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:31 | yes | 13 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:48 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:15 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:01 | yes | 14 | 47 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:40 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:34 | yes | 36 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:12 | yes | 24 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:34 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:18 | yes | 20 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:17 | yes | 18 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:40 | yes | 12 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:01 | yes | 5 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:33 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:16 | yes | 4 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:35 | yes | 27 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:38 | yes | 20 | 15 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:26 | yes | 32 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:55 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:19 | yes | 19 | 88 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:37 | yes | 9 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:01 | yes | 15 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:02 | yes | 27 | 268 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:54 | yes | 10 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:14 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:42 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 20 | 46 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:18 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:16 | yes | 41 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:19 | yes | 19 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:28 | yes | 14 | 155 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:13 | yes | 24 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:48 | yes | 32 | 62 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:51 | yes | 15 | 52 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:19 | yes | 25 | 20 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:57 | yes | 4 | 25 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 6 | 46 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:11 | yes | 20 | 14 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:13 | yes | 18 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:30 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:11 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:30 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:38 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:15 | yes | 14 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:46 | yes | 14 | 64 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:59 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:39 | yes | 18 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:34 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:33 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:27 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:13 | yes | 41 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:59 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:06 | yes | 28 | 98 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:52 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:14 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:23 | yes | 30 | 97 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:09 | yes | 30 | 152 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:35 | yes | 14 | 39 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
BambooHR bots read as Ask BambooHR
Eightfold read as Eightfold AI
Microsoft Copilot for Microsoft 365 read as Microsoft Copilot
OpenAI read as ChatGPT
Oracle read as Oracle Fusion HCM AI Agents
Oracle AI Agent Studio / Fusion HCM AI agents read as Oracle Fusion HCM AI Agents
Oracle Cloud HCM AI / Fusion Agentic Applications read as Oracle Fusion HCM AI Agents
Oracle Fusion AI / agentic HR applications read as Oracle Fusion HCM AI Agents
Oracle Fusion AI Agents read as Oracle Fusion HCM AI Agents
Oracle Fusion Agentic Applications read as Oracle Fusion HCM AI Agents
Oracle Fusion HCM read as Oracle Fusion HCM AI Agents
SAP read as SAP SuccessFactors
SAP SuccessFactors Joule read as SAP Joule
SAP SuccessFactors with Joule read as SAP Joule
Sana Labs read as Sana
ServiceNow read as ServiceNow HR Service Delivery
ServiceNow (HR Service Delivery with AI) read as ServiceNow HR Service Delivery
ServiceNow HR Virtual Agent read as ServiceNow HR Service Delivery
ServiceNow HRSD read as ServiceNow HR Service Delivery
ServiceNow HRSD (HR Service Delivery) read as ServiceNow HR Service Delivery
ServiceNow Now Assist for HR read as ServiceNow HR Service Delivery
ServiceNow Now Assist for HRSD read as ServiceNow HR Service Delivery
UKG Pro with Bryte AI read as UKG Bryte
Workativ read as Workativ Assistant
Workday read as Workday Illuminate
Workday (AI Screening Features) read as Workday Illuminate
Workday (AI‑powered applicant screening tools) read as Workday Illuminate
Workday (with Illuminate AI agents) read as Workday Illuminate
Unresolved, counted raw
Amazon AI recruiting tool
Amazon's infamous scrapped internal tool
Amazon's scrapped 2018 tool
Amazon’s internal recruiting engine
Amazon’s scrapped internal AI recruiting tool
Aon Consulting Assessment Tools
ChatFlow
CoWorker.ai / Slalom Connect
EVA.ai
Employee Self-Service Agent
Gemini for Google Workspace / Gemini Enterprise
Microsoft Viva Answers
OneVantage
Oracle AI (Embedded)
Read.ai
Rezolve.ai
Vikk AI Business Premium
Zoom's AI Companion
greytHR NAVOS
Discontinued, still offered
No shut-down product was recommended here.