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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
12%
Contested · ChatGPT 10%
12Workativ Assistant10ChatGPT10MeBeBot67others
12% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
ChatGPT is made by OpenAI, whose model GPT-5.4 mini is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models five times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
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 →
01C02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Workativ Assistant12%
Workativ Assistant12%02ChatGPT10%
03Leena AI6%
Leena AI6%04Lattice6%
Lattice6%05HiBob6%
HiBob6%06Moveworks4%
Moveworks4%07Ask BambooHR2%
Ask BambooHR2%08Rippling2%
Rippling2%09Paradox0%
Paradox0%10Humand0%
Humand0%11Workday Illuminate0%
Workday Illuminate0%What they warned about
One 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, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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 Illuminate50%
9 of 18 labels negative · 9 of 12 models · 6 hard negative
“Workday's AI tools are the subject of the notable class action lawsuit Mobley v. Workday, where the plaintiff claims the company's AI tools automatically rejected him and other applicants” Claude Haiku 4.5, negative prompt
Eightfold AI56%
5 of 9 labels negative · 5 of 12 models · 4 hard negative
“Eightfold is currently being sued in a class-action lawsuit filed by job applicants who claim their automated screening functions as an "undisclosed consumer report."” Qwen 3.7 Flash, negative prompt
HireVue100%
4 of 4 labels negative · 4 of 12 models · 4 hard negative
“HireVue, a video interview platform, historically used "facial analysis" to score candidates' traits... alleging the technology was deceptive and biased” Gemini 3.5 Flash, negative prompt
Moveworks29%
6 of 21 labels negative · 4 of 12 models · 1 hard negative
“Enterprise-focused with six-figure annual contracts; overkill for mid-sized companies” Kimi K2, paraphrase 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
68 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. 947 links across 290 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Moveworks26 answers · 32 citations · 9 models
vendor site · Workativ22 answers · 49 citations · 11 models
vendor site · Humand21 answers · 21 citations · 10 models
vendor site · Sana Labs20 answers · 22 citations · 11 models
vendor site · Peoplebox19 answers · 19 citations · 11 models
vendor site · AIHR18 answers · 19 citations · 8 models
16 answers · 16 citations · 8 models
15 answers · 15 citations · 8 models
14 answers · 17 citations · 7 models
14 answers · 14 citations · 9 models
vendor site · Rework13 answers · 16 citations · 6 models
vendor site · Gusto13 answers · 14 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.
23 answers · 9 models
21 answers · 10 models
19 answers · 11 models
18 answers · 10 models
16 answers · 8 models
14 answers · 9 models
12 answers · 6 models
12 answers · 6 models
12 answers · 10 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Workativ workativ.com Workativ Assistant 12% | 12% | 48 | 70 | 2 | 1,110 company | |||
| MeBeBot mebebot.com | 10% | 35 | 70 | 0 | 36 | |||
| ChatGPT | 10% | 124,000,000 | 218,639 | |||||
| Leena leena.ai Leena AI 6% | 6% | 133 | 1,300 | 38 | 8,061 | 0 | ||
| Lattice lattice.com | 6% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| HiBob hibob.com | 6% | 354 | 14,800 | 154 | 266,143 | $54 | 120 | |
| Claude claude.com | 6% | 41 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 | |
| Gusto gusto.com | 6% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| Moveworks moveworks.com | 4% | 88 | 8,100 | 267 | 54,644 | 0 | 2 | |
| Effy effy.ai Effy AI 4% | 4% | 77 | 140 | 3 | 40,950 company |
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 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 4.5MoveworksMeBeBotChangedno first choiceGusto, PeopleHRno first choiceagainst: HireVue, HiredScore AI, Sirius XM Radio, Workday Illuminate
Three alternatives
Leapsome, Leena AI, Paycor AI Analytics AssistantTwo alternatives
Ask BambooHR, Leena AITwo alternatives
Google Gemini, Zoho PeopleGPT-5.4 miniAsk BambooHRMicrosoft’s HR policy/self-service agent approachChangedagainst: ServiceNow AI Agents / Employee ServiceSanaagainst: Oracle Digital Assistant / Oracle AI for HCM, SAP JouleAskTheChamp for HR, Microsoft Copilot Studioagainst: Dynamics 365 Human Resources, Workday Illuminateno first choicenothing named
One alternative
Workday IlluminateOne alternative
Workday HR Service AgentTwo alternatives
Dayforce AI Assistant / Dayforce AI Agents, UKG BryteOne alternative
Ask BambooHRGemini 3.5 FlashWorkativ Assistantagainst: Moveworks, ServiceNow HR Service DeliveryLeena AIChangedagainst: ServiceNow HR Service Delivery, Workday AssistantMoveworksChatGPT, Claude, Google NotebookLMno first choiceagainst: Eightfold AI, HireVue, Workday Illuminate
Seven alternatives
Ask BambooHR, Juicebox, Leena AI, MeBeBot, Paradox, PeopleGPT, RipplingThree alternatives
Ask BambooHR, Risotto, Workativ AssistantFour alternatives
Eightfold AI, Humand, Leena AI, ParadoxFive alternatives
AI HR Pilot, Ask BambooHR, PeopleHR, Risotto, Workativ AssistantPerplexity SonarMoveworksagainst: ChatGPTWorkativ AssistantChangedLeena AIChatGPT, Claudeno first choicenothing named
Three alternatives
Lattice, Leena AI, Workativ AssistantThree alternatives
CustomGPT.ai, Leena AI, MeBeBotFive alternatives
Lattice, Moveworks, Paradox, ServiceNow HR Service Delivery, WindmillTwo alternatives
Gusto, HRStakGrok 4.20Ripplingagainst: ADP Workforce Now, HumandMeBeBotChangedParadoxChatGPTno first choiceagainst: Amazon’s Recruiting AI, Ask BambooHR, Eightfold AI, HireVue, Paradox, Workday Illuminate
Two alternatives
Ask BambooHR, LatticeTwo alternatives
Leena AI, Workativ AssistantFive alternatives
Humand, Lattice, Leena AI, Moveworks, RipplingFive alternatives
Claude, Effy AI, Google Gemini, Leena AI, Playroll OrbitMistral SmallLeena AI, Workativ Assistantagainst: Moveworks, Workday AssistantCapacity, Workativ AssistantChangedno first choiceGustono first choicenothing named
Three alternatives
HiBob, Lattice, Paycor AI Analytics AssistantOne alternative
WotNotThree alternatives
360Learning, Bonusly, Effy AIDeepSeek V4 FlashHiBobMeBeBotChangedLeena AI, MoveworksChatGPT, Claude, Gusto, HelpJetagainst: Moveworksno first choiceagainst: Leena AI, Moveworks, ServiceNow HR Service Deliveryagainst: Amazon's (now-defunct) recruiting engine, Eightfold AI, Workday Illuminate
Four alternatives
Lattice, Leena AI, Paradox, RipplingTwo alternatives
Ask BambooHR, Workativ AssistantSix alternatives
Darwinbox, Lattice, Leapsome, Rippling, SAP SuccessFactors, Workday IlluminateFour alternatives
Leena AI, Manatal, Playroll Orbit, Zoho RecruitLlama 4 MaverickLatticeWotNotChangedno first choiceEffy AIno first choiceagainst: Ask BambooHR, Paradox
Four alternatives
HiBob, Leena AI, Paycor AI Analytics Assistant, WindmillOne alternative
Workativ AssistantFour alternatives
360Learning, Bonusly, Heroic Knowledge Base, Leena AIQwen 3.7 FlashHiBobWorkativ AssistantChangedagainst: Paradox, Simular ProLeena AIOrimon AIno first choiceagainst: Amazon, Eightfold AI, Workday Illuminate
Three alternatives
Ask BambooHR, Greenhouse, LatticeThree alternatives
Capacity, Talla, WotNotFive alternatives
HiBob, Humand, Kona, Paradox, RipplingFour alternatives
ChatGPT, Claude, Effy AI, Leena AIKimi K2MeBeBotagainst: Leena AI, MoveworksMeBeBotHeldagainst: Leena AI, Moveworks, ServiceNow HR Service Deliveryno first choiceChatGPT, Kvistlyno first choiceagainst: Eightfold AI, HireVue, Pymetrics, Workday Illuminate
Two alternatives
Lattice, ParadoxTwo alternatives
Intercom Fin, Workativ AssistantSix alternatives
Leena AI, MeBeBot, Moveworks, Paradox, Rippling, Workday IlluminateFive alternatives
DianaHR, Factorial, Gusto, Leena AI, MeBeBotGLM 4.7 FlashXLatticeagainst: RipplingWorkativ AssistantChangedLeena AI, Moveworksagainst: ChatGPTPlayroll Orbitno first choiceagainst: Amazon, ChatGPT, Workday Illuminate
Five alternatives
Ask BambooHR, Greenhouse AI, Humand, Leena AI, Workativ AssistantTwo alternatives
HiOperator, TallaFour alternatives
Deel HR, Humand, Lattice, ParadoxFive alternatives
AeroChat, ChatGPT, Claude, Factorial, Workativ AssistantMiniMax M2.5HiBob, LatticeLeena AIChangedWonderchatEffy AIno first choiceagainst: Workday Illuminate
Three alternatives
HelpJet, Monday.com AI Agents, Paycor AI Analytics AssistantFour alternatives
Chatling, Moveworks, Workativ Assistant, peopleHum PhiaFive alternatives
Humand, Lattice, Leena AI, Paradox, SeekOutThree alternatives
360Learning, Bonusly, ChatGPTBold 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 20:11 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:01 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 22 | 44 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:48 | yes | 20 | 7 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 21:38 | yes | 29 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:57 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:00 | yes | 17 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:26 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:41 | yes | 7 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:47 | yes | 10 | 58 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:14 | yes | 21 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:49 | yes | 5 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:14 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:00 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:52 | yes | 8 | 65 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:57 | 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 18:15 | yes | 32 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:38 | yes | 10 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:41 | yes | 21 | 49 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | yes | 11 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:28 | yes | 25 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:45 | yes | 21 | 191 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:03 | yes | 13 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:20 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:13 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:58 | yes | 11 | 56 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:25 | yes | 20 | 10 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 21:44 | yes | 28 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:14 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:39 | yes | 12 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:07 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:35 | yes | 16 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:12 | yes | 28 | 68 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:35 | yes | 9 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:40 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:42 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:10 | yes | 20 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:34 | 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 18:08 | yes | 37 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:22 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:40 | yes | 9 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:37 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:57 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:14 | yes | 10 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:35 | yes | 17 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:24 | yes | 5 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:43 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:03 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:07 | yes | 8 | 51 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:06 | yes | 20 | 8 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 18:21 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:16 | yes | 20 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:45 | yes | 10 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:28 | yes | 10 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:14 | no | 0 | 9 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:51 | yes | 5 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:20 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:56 | yes | 7 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:51 | yes | 24 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:21 | 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 21:37 | yes | 39 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:34 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:31 | yes | 26 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:44 | yes | 9 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:17 | yes | 5 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:57 | yes | 29 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:19 | yes | 24 | 113 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:53 | yes | 15 | 28 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 read as Ask BambooHR
BambooHR ("Ask BambooHR") read as Ask BambooHR
BambooHR / Bamboo AI read as Ask BambooHR
BambooHR with Bamboo AI / Ask BambooHR read as Ask BambooHR
Deel AI read as Deel HR
Effy read as Effy AI
Eightfold read as Eightfold AI
Espressive read as Espressive Barista
Leena read as Leena AI
Paycor read as Paycor AI Analytics Assistant
SAP Joule for HR read as SAP Joule
Sana Labs read as Sana
ServiceNow read as ServiceNow HR Service Delivery
Workativ read as Workativ Assistant
Workday read as Workday Illuminate
Workday, Inc. read as Workday Illuminate
Unresolved, counted raw
Amazon's (now-defunct) recruiting engine
AskTheChamp for HR
Chatling
Dayforce AI Assistant / Dayforce AI Agents
Dynamics 365 Human Resources
HONO HR Assistant
HRTailor
HiOperator
HiredScore AI
Intercom Fin
Knowlix
Kona
Microsoft’s HR policy/self-service agent approach
Monday.com AI Agents
MyHRSVP / Leena AI
NavioHQ
Oracle Digital Assistant / Oracle AI for HCM
Orimon AI
ServiceNow AI Agents / Employee Service
Simular Pro
Sirius XM Radio
Workday Joule
peopleHum Phia
Discontinued, still offered
No shut-down product was recommended here.