Talent intelligence
Asked as “talent intelligence platform”, and as “AI talent platform for hiring and mobility”, 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
17%
Contested · Gem 15%
17Pin15Gem12Eightfold AI56others
17% 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 nine 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 head
All twenty-eight head-to-head pages: the top eight products, each against each
Pin vs hireEZPin vs MetaviewPin vs SeekOut RecruitPin vs LoxoGem vs Lessie AIGem vs Eightfold AIGem vs hireEZGem vs MetaviewGem vs SeekOut RecruitGem vs LoxoLessie AI vs Eightfold AILessie AI vs hireEZLessie AI vs MetaviewLessie AI vs SeekOut RecruitLessie AI vs LoxoEightfold AI vs hireEZEightfold AI vs MetaviewEightfold AI vs SeekOut RecruitEightfold AI vs LoxohireEZ vs MetaviewhireEZ vs SeekOut RecruithireEZ vs LoxoMetaview vs SeekOut RecruitMetaview vs LoxoSeekOut Recruit vs Loxo
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
06S07
08
09
10
11
12
13
14
15
16
17
18Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Pin17%
Pin17%02Gem15%
Gem15%03Lessie AI12%
Lessie AI12%04Eightfold AI12%
Eightfold AI12%05hireEZ8%
hireEZ8%06Metaview6%
Metaview6%07SeekOut Recruit6%
08Loxo4%
Loxo4%09Phenom2%
Phenom2%10365Talents0%
365Talents0%11Findem0%
Findem0%12LinkedIn Talent Insights0%
LinkedIn Talent Insights0%13Lightcast0%
Lightcast0%14Reejig0%
Reejig0%15iCIMS Talent Cloud0%
iCIMS Talent Cloud0%16Gloat0%
Gloat0%17Beamery0%
Beamery0%18Workday Skills Cloud0%
Workday Skills Cloud0%What they warned about
Zero 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, Kimi K2, 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.
Eightfold AI55%
28 of 51 labels negative · 10 of 12 models · 14 hard negative
“Eightfold AI (Extreme Caution on "Match Scores")... class-action lawsuit... acts as a "consumer reporting agency" under the Fair Credit Reporting Act” Gemini 3.5 Flash, negative prompt
Beamery58%
18 of 31 labels negative · 10 of 12 models · 6 hard negative
“Beamery, with average annual contracts around $220,000... make it impractical for recruiting agencies or mid-market teams” Claude Haiku 4.5, budget prompt
Gloat48%
12 of 25 labels negative · 10 of 12 models · 3 hard negative
“Avoid for your size: Eightfold/Phenom/Gloat\u2014enterprise-heavy, pricey ($100K+)” Grok 4.20, paraphrase prompt
Workday Skills Cloud77%
10 of 13 labels negative · 9 of 12 models · 4 hard negative
“Currently facing a federal class-action lawsuit (*Mobley v. Workday*) alleging systematic algorithmic discrimination in applicant screening” MiniMax M2.5, negative 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
67 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 252 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Pin47 answers · 78 citations · 11 models
vendor site · Metaview41 answers · 49 citations · 11 models
vendor site · G231 answers · 33 citations · 11 models
vendor site · Guideflow24 answers · 26 citations · 9 models
23 answers · 23 citations · 11 models
vendor site · G220 answers · 50 citations · 11 models
vendor site · Sapia.ai19 answers · 19 citations · 9 models
18 answers · 25 citations · 7 models
vendor site · Engagedly17 answers · 25 citations · 10 models
15 answers · 17 citations · 10 models
vendor site · Lessie15 answers · 16 citations · 8 models
vendor site · Wrangle15 answers · 15 citations · 8 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.
42 answers · 11 models
41 answers · 11 models
31 answers · 11 models
22 answers · 8 models
20 answers · 8 models
20 answers · 11 models
19 answers · 9 models
15 answers · 10 models
15 answers · 8 models
15 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 “best talent intelligence platform”, “talent intelligence platform”, “talent intelligence platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Pin pin.com | 17% | 104 | 368,000 | 243,385 | 24,375 | 28 | 4 | |
| Gem gem.com | 15% | 182 | 246,000 | 225,116 | 16,291 | 10 | ||
| Lessie lessie.ai Lessie AI 12% | 12% | 30 | 590 | 3 | 21,371 company | 2 | ||
| Eightfold eightfold.ai Eightfold AI 12% | 12% | 520 | 4,400 | 187 | 53,360 company | 17 | 1 | |
| hireEZ hireez.com | 8% | 174 | 2,400 | 43 | 3,058 | 35 | 7 | |
| Metaview metaview.ai | 6% | 47 | 9,900 | 49 | 39,923 | $9,200 | 55 | 1 |
| SeekOut Recruit seekout.com | 6% | 121 | 5,796 | 1 | 9 | |||
| Loxo loxo.co | 4% | 100 | 5,400 | 107 | 5,248 | 23 | 3 | |
| Fuel50 fuel50.com | 4% | 170 | 480 | 0 | 11,009 | 6 | ||
| GoPerfect goperfect.com | 2% | 7 | 390 | 2 | 7,666 | 0 |
Google's top ten for the three searches hold 17 sites; 2 of them are among the sites the models cited here (metaview.ai, pin.com). The first result for “best talent intelligence platform” is rollingarrays.com.
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 talent intelligence platform for a mid-market B2B company?”Paraphrase“Which AI talent platform for hiring and mobility would you recommend to a mid-sized B2B company?”Comparative“What are the top talent intelligence platforms and how do they differ?”Budget-constrained“What is the best talent intelligence platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a talent intelligence platform. What should we look at?”Negative“Which talent intelligence platforms should I avoid or be cautious about?”
Claude Haiku 4.5BryqEightfold AIChangedno first choicePinagainst: Beamery, Eightfold AIno first choiceagainst: Eightfold AI, Entelo, Reejig
Three alternatives
GoPerfect, Skima AI, iCIMS Talent CloudThree alternatives
Engagedly, Fuel50, PhenomTwo alternatives
Eightfold AI, PinOne alternative
GoPerfectGPT-5.4 miniSeekOut Recruitagainst: LinkedIn Talent InsightsEightfold AIChangedagainst: WorkableEightfold AIJobin.cloud, Loxoagainst: 365Talents, hireEZno first choicenothing named
One alternative
Eightfold AIThree alternatives
Greenhouse, Phenom, iCIMS Talent CloudFour alternatives
Beamery, Gloat, Phenom, SeekOut RecruitGemini 3.5 FlashGemagainst: Beamery, Eightfold AI, GloatNestorChangedagainst: Eightfold AI, GloatEightfold AIPinagainst: Beamery, Eightfold AI, PhenomGem, SeekOut Recruit, hireEZagainst: Beamery, Eightfold AIagainst: Beamery, Eightfold AI, Gloat, HireVue, SeekOut Recruit, Workday Skills Cloud, hireEZ
Three alternatives
Findem, SeekOut Recruit, hireEZThree alternatives
Engagedly, Phenom, SeekOut RecruitFour alternatives
Beamery, Findem, Gloat, SeekOut RecruitThree alternatives
Juicebox, Loxo, MetaviewPerplexity SonarhireEZagainst: Beamery, Eightfold AIEightfold AIChangedno first choicePinno first choiceagainst: Gloat, Workday Skills Cloud
Two alternatives
Lightcast, PinThree alternatives
Greenhouse, SeekOut Recruit, WorkableThree alternatives
Gem, Lessie AI, LoxoGrok 4.20Gemagainst: Eightfold AI, SeekOut RecruithireEZChangedagainst: Eightfold AI, Gloat, PhenomEightfold AI, Gem, hireEZPinagainst: Loxo, Manatalno first choiceagainst: Beamery, Eightfold AI, HiredScore, Mercor.io, Phenom, Reejig, TalentHook, TalentLaunch, Talentsconnect, Workday Skills Cloud
Three alternatives
Loxo, Metaview, hireEZTwo alternatives
Greenhouse, WorkableThree alternatives
Beamery, Metaview, SeekOut RecruitTwo alternatives
Lessie AI, MetaviewFive alternatives
Beamery, Eightfold AI, Findem, Gloat, PhenomMistral SmallGem, MetaviewAshby, GoPerfectChangedno first choiceMetaview, Pinno first choiceagainst: Beamery, Eightfold AI, Findem, Gloat, Phenom, SeekOut Recruit
Two alternatives
SeekOut Recruit, hireEZOne alternative
AryaDeepSeek V4 FlashGemagainst: Beamery, Draup, Eightfold AI, FindemFuel50Changedagainst: Beamery, Eightfold AI, GloatEightfold AIMetaview, Pinagainst: Beamery, Eightfold AI, Phenom, Workday Skills Cloud, hireEZ, iCIMS Talent CloudEightfold AIagainst: Eightfold AI, Modern Hire, Pymetrics, Workday Skills Cloud
Four alternatives
Lessie AI, Pin, SeekOut Recruit, hireEZThree alternatives
Greenhouse, Lever, PhenomThree alternatives
Beamery, Gloat, PhenomThree alternatives
Gem, Lessie AI, Tiny TeamFive alternatives
Beamery, Findem, Gloat, LinkedIn Talent Insights, SeekOut RecruitLlama 4 MaverickLessie AIno first choiceChangedno first choiceLessie AIno first choiceagainst: Beamery, Gloat, Phenom, Workday Skills Cloud, iCIMS Talent Cloud
Three alternatives
AmazingHiring, Gem, hireEZTwo alternatives
Metaview, WrangleQwen 3.7 FlashGemagainst: Eightfold AI, SeekOut RecruitEightfold AIChangedSeekOut RecruitLessie AIagainst: Eightfold AI, LinkedIn Recruiter, LinkedIn Talent Solutionsno first choiceagainst: Draup, Eightfold AI, Gloat, Loxo, Workday Skills Cloud
Three alternatives
AmazingHiring, hireEZ, iCIMS Talent CloudThree alternatives
Engagedly, Gloat, PinSeven alternatives
Arya, Beamery, Eightfold AI, Fuel50, LinkedIn Talent Insights, Pin, ReejigTwo alternatives
Metaview, PinKimi K2Gemagainst: Beamery, Eightfold AI, Lightcast, Phenom, iCIMS Talent CloudWorkableChangedagainst: Beamery, Eightfold AI, Gloat, Phenomno first choiceLessie AI, Pinagainst: Beamery, Eightfold AI, Phenom, iCIMS Talent Cloudno first choiceagainst: Eightfold AI, HireVue, Pymetrics, Workday Skills Cloud
Three alternatives
Pin, SeekOut Recruit, hireEZSeven alternatives
365Talents, Ashby, Degreed, Fuel50, Manatal, Zoho Recruit, hireEZThree alternatives
Gem, Loxo, WrangleGLM 4.7 FlashXPinagainst: Beamery, Eightfold AI, Gloat, PhenomFuel50Changedno first choiceLessie AIagainst: Beamery, Eightfold AI, Phenom, iCIMS Talent Cloudno first choiceagainst: Eightfold AI, Workday Skills Cloud
Three alternatives
Metaview, SeekOut Recruit, iCIMS Talent CloudTwo alternatives
Workable, iMochaFive alternatives
100Hires, Gem, Metaview, Pin, WrangleMiniMax M2.5SeekOut Recruit, hireEZEightfold AI, PhenomChangedno first choiceLessie AI, Loxoagainst: Beamery, Eightfold AIno first choiceagainst: Eightfold AI, Gloat, Workday Skills Cloud
One alternative
GreenhouseThree alternatives
365Talents, Beamery, GloatTwo alternatives
AmazingHiring, hireEZBold 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 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:27 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:57 | yes | 16 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:15 | yes | 19 | 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 19:13 | yes | 35 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:27 | yes | 14 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:04 | yes | 26 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:24 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:02 | yes | 15 | 67 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:10 | yes | 18 | 119 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:55 | yes | 5 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:43 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:06 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:40 | yes | 17 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:00 | yes | 20 | 7 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 20:17 | yes | 39 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:34 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:31 | yes | 28 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:30 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:02 | yes | 23 | 40 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:24 | yes | 15 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:20 | yes | 17 | 52 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:15 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:17 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:10 | yes | 15 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:13 | yes | 20 | 13 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 21:38 | yes | 18 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:02 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:49 | yes | 15 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:23 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:35 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:01 | yes | 13 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:04 | yes | 9 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:10 | yes | 5 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:03 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:46 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 21 | 45 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 17 | 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 18:34 | yes | 35 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:06 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:30 | yes | 18 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:06 | yes | 6 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:33 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:17 | yes | 8 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:14 | yes | 11 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:56 | yes | 10 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:30 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:24 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:26 | yes | 20 | 9 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 17:53 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:26 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:58 | yes | 13 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:54 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:23 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:26 | yes | 25 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:08 | yes | 5 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:15 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:46 | no | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:48 | yes | 25 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:27 | yes | 20 | 8 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 17:55 | yes | 43 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:45 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:53 | yes | 24 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:12 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:55 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:02 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:09 | yes | 28 | 145 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:34 | yes | 14 | 19 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
Eightfold read as Eightfold AI
Lessie read as Lessie AI
Noon read as Noon AI
SeekOut read as SeekOut Recruit
Workday read as Workday Skills Cloud
iCIMS read as iCIMS Talent Cloud
Unresolved, counted raw
Asymbl
Coresight
Horsefly
JobsPi
Mercor.io
Recruit
TalentHook
TalentLaunch
Discontinued, still offered
No shut-down product was recommended here.