Talent intelligence
Asked as “talent intelligence platform”, and as “AI talent platform for hiring and mobility”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · Lessie AI 13%
21SeekOut Recruit13Lessie AI12Eightfold AI54others
21% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: SeekOut Recruit (21%) replaces Pin (27% then, 12% now), 9 points clear, inside the 13-point floor.SeekOut Recruit leads at 21%, replacing Pin, which led at 27% and stands at 12% now: 9 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Pin14%Contested▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.Standing →Mid-marketSeekOut Recruit21%Contested↗new leaderNew leader since October 2026: SeekOut Recruit (21%) replaces Pin (27% then, 12% now), 9 points clear, inside the 13-point floor.This pageEnterprise
Eightfold AI69%Clear leader▲+2Since October 2026: 67% → 69%, +2 points. Inside the 13-point floor: within noise.Standing →
Pin14%Contested▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.Standing →Mid-marketSeekOut Recruit21%Contested↗new leaderNew leader since October 2026: SeekOut Recruit (21%) replaces Pin (27% then, 12% now), 9 points clear, inside the 13-point floor.This pageEnterpriseEightfold AI69%Clear leader▲+2Since October 2026: 67% → 69%, +2 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01SeekOut Recruit21%18%45accepted challenger▲+17Since October 2026: 4% → 21%, +17 points. Past the 13-point floor: movement.4% → 21%
02
Lessie AI13%0%10accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 13-point floor: movement.0% → 13%
Lessie AI13%0%10accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 13-point floor: movement.0% → 13%03Pin12%0%15accepted challenger▼−15Since October 2026: 27% → 12%, −15 points. Past the 13-point floor: movement.27% → 12%
Pin12%0%15accepted challenger▼−15Since October 2026: 27% → 12%, −15 points. Past the 13-point floor: movement.27% → 12%04Eightfold AI12%48%65criticized challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 13-point floor: within noise.8% → 12%
Eightfold AI12%48%65criticized challenger▲+4Since October 2026: 8% → 12%, +4 points. Inside the 13-point floor: within noise.8% → 12%05
hireEZ6%31%16criticized challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%
hireEZ6%31%16criticized challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%06
Loxo4%20%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Loxo4%20%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%07
Phenom4%40%40criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Phenom4%40%40criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%08
Gem2%7%15accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Inside the 13-point floor: within noise.14% → 2%
Gem2%7%15accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Inside the 13-point floor: within noise.14% → 2%09
Gloat2%28%29criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Gloat2%28%29criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%10
Findem2%23%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Findem2%23%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the five products at 0%, ordered by negative rate
15
Beamery0%53%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Beamery0%53%34criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%14
Workday Skills Cloud0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday Skills Cloud0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
LinkedIn Talent Insights0%30%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Talent Insights0%30%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Draup0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Draup0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Lightcast0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Lightcast0%0%10accepted 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
SeekOut Recruit vs hireEZSeekOut Recruit vs LoxoSeekOut Recruit vs PhenomSeekOut Recruit vs GemLessie AI vs PinLessie AI vs Eightfold AILessie AI vs hireEZLessie AI vs LoxoLessie AI vs PhenomLessie AI vs GemPin vs Eightfold AIPin vs hireEZPin vs LoxoPin vs PhenomPin vs GemEightfold AI vs hireEZEightfold AI vs LoxoEightfold AI vs PhenomEightfold AI vs GemhireEZ vs LoxohireEZ vs PhenomhireEZ vs GemLoxo vs PhenomLoxo vs GemPhenom vs Gem
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 →
S01
0203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01SeekOut Recruit21%
02Lessie AI13%
Lessie AI13%03Pin12%
Pin12%04Eightfold AI12%
Eightfold AI12%05hireEZ6%
hireEZ6%06Loxo4%
Loxo4%07Phenom4%
Phenom4%08Gem2%
Gem2%09Gloat2%
Gloat2%10Findem2%
Findem2%11Lightcast0%
Lightcast0%12Draup0%
Draup0%13LinkedIn Talent Insights0%
LinkedIn Talent Insights0%14Workday Skills Cloud0%
Workday Skills Cloud0%15Beamery0%
Beamery0%What they warned about
Zero of fourteen 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, 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.
Eightfold AI48%
31 of 65 labels negative · 13 of 14 models · 12 hard negative
“Currently facing a 2026 class-action lawsuit in California alleging it builds undisclosed "consumer reports" on job candidates using unverified third-party data” Grok 4.20, negative prompt
Phenom40%
16 of 40 labels negative · 10 of 14 models · 3 hard negative
“Why to Avoid: Despite its popularity among large enterprises, implementation is notoriously difficult.” Qwen 3.7 Flash, negative prompt
Beamery53%
18 of 34 labels negative · 9 of 14 models · 5 hard negative
“What I'd Avoid ... Beamery | Now owned by Workday; strong but mid-market pricing reportedly starts around $50K+” Kimi K2, paraphrase prompt
Gloat28%
8 of 29 labels negative · 7 of 14 models · 4 hard negative
“Platforms to Skip for Your Situation | Gloat | Built for enterprises (5,000+ employees); slow setup, enterprise pricing” DeepSeek V4 Flash, paraphrase 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
75 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. 878 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page. 13 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 · G235 answers · 70 citations · 11 models
vendor site · Eightfold26 answers · 36 citations · 12 models
26 answers · 26 citations · 11 models
vendor site · Pin24 answers · 38 citations · 11 models
vendor site · Guideflow17 answers · 19 citations · 8 models
vendor site · Sapia.ai16 answers · 18 citations · 11 models
vendor site · SeekOut12 answers · 15 citations · 7 models
vendor site · Lessie12 answers · 14 citations · 8 models
vendor site · Skima12 answers · 12 citations · 7 models
vendor site · Engagedly11 answers · 15 citations · 9 models
11 answers · 14 citations · 5 models
vendor site · Wrangle11 answers · 13 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.
26 answers · 11 models
19 answers · 10 models
16 answers · 11 models
15 answers · 7 models
14 answers · 7 models
13 answers · 9 models
12 answers · 9 models
12 answers · 8 models
11 answers · 8 models
11 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “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 |
|---|---|---|---|---|---|---|---|---|
| SeekOut Recruit seekout.com | 21% | 121 | 5,796 | 1 | 9 | |||
| Lessie lessie.ai Lessie AI 13% | 13% | 30 | 590 | 3 | 21,371 company | 2 | ||
| Pin pin.com | 12% | 104 | 368,000 | 243,385 | 24,375 | 28 | 4 | |
| Eightfold eightfold.ai Eightfold AI 12% | 12% | 520 | 4,400 | 187 | 53,360 company | 17 | 1 | |
| hireEZ hireez.com | 6% | 174 | 2,400 | 43 | 3,058 | 35 | 7 | |
| Loxo loxo.co | 4% | 100 | 5,400 | 107 | 5,248 | 23 | 3 | |
| Metaview metaview.ai | 4% | 47 | 9,900 | 49 | 39,923 | $9,200 | 55 | 1 |
| Phenom phenom.com | 4% | 331 | 18,100 | 2,229 | 24,487 | 0 | ||
| Gem gem.com | 2% | 182 | 246,000 | 225,116 | 16,291 | 10 | ||
| Gloat gloat.com | 2% | 287 | 27,100 | 359 | 22,734 | 0 |
Google's top ten for the three searches hold 17 sites; 3 of them are among the sites the models cited here (eightfold.ai, pin.com, seekout.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 4.5Arya, Pinagainst: Beamery, Phenomno first choiceChangedagainst: Eightfold AIno first choiceLessie AIagainst: Beamery, Eightfold AIno first choiceagainst: Eightfold AI
Five alternatives
365Talents, Eightfold AI, Gem, Loxo, iCIMS Talent CloudFour alternatives
Fuel50, Loxo, Manatal, PhenomThree alternatives
Gem, Tapflow, WrangleGPT-5.4 miniSeekOut RecruitFuel50ChangedEightfold AILoxoagainst: 365Talents, hireEZno first choicenothing named
Two alternatives
Eightfold AI, hireEZTwo alternatives
Eightfold AI, PhenomFour alternatives
Beamery, Gloat, Phenom, SeekOut RecruitOne alternative
MetaviewGemini 3.5 FlashFindemagainst: Beamery, Eightfold AI, PhenomSeekOut RecruitChangedagainst: Eightfold AIEightfold AIPinagainst: Beamery, Eightfold AI, Phenom, SeekOut Recruit, hireEZno first choiceagainst: Eightfold AI, Phenomnothing named
Three alternatives
Gem, Loxo, SeekOut RecruitThree alternatives
Findem, Gloat, PhenomFive alternatives
Beamery, Findem, Gloat, Phenom, SeekOut RecruitFour alternatives
ContactOut, Juicebox, Loxo, MetaviewPerplexity SonarhireEZagainst: Eightfold AILeverChangedEightfold AIPinagainst: Beamery, Phenom, Workday Skills Cloudno first choiceagainst: Beamery, Eightfold AI, Findem, Gloat, LinkedIn Talent Insights, Phenom, SeekOut Recruit, hireEZ
Two alternatives
Gem, SeekOut RecruitThree alternatives
365Talents, Ashby, Eightfold AINine alternatives
365Talents, Beamery, Draup, Gloat, Lightcast, LinkedIn Talent Insights, Phenom, SeekOut Recruit, hireEZThree alternatives
Lessie AI, Loxo, MonsterGrok 4.20LoxoEightfold AIChangedagainst: PhenomEightfold AIJuicebox, Qureosagainst: Beamery, Eightfold AI, LinkedIn Talent Insights, SeekOut Recruit, hireEZSeekOut Recruitagainst: LinkedIn Talent Insightsagainst: Beamery, Censia, Eightfold AI, Entelo, Findem, Gloat, HireVue, LinkedIn Talent Insights, Phenom, Pymetrics, Retorio, SeekOut Recruit, Talview, Visier, Workday Skills Cloud
Three alternatives
Eightfold AI, Gem, SeekOut RecruitOne alternative
SeekOut RecruitSeven alternatives
Beamery, Draup, Gloat, Lightcast, LinkedIn Talent Insights, SeekOut Recruit, TalentNeuronTwo alternatives
Manatal, Skima AITwo alternatives
Beamery, Eightfold AIMistral SmallEightfold AI, SeekOut RecruitEightfold AI, GloatChangedEightfold AILessie AIno first choiceagainst: Eightfold AI, Gloat, Phenom, SeekOut Recruit
Two alternatives
Sapia.ai, iCIMS Talent CloudTwo alternatives
Phenom, Workday Skills CloudFour alternatives
Ashby, Gloat, Loxo, SeekOut RecruitThree alternatives
Gem, Pin, SeekOut RecruitDeepSeek V4 FlashSeekOut Recruitagainst: Beamery, Eightfold AIEngagedlyChangedagainst: Eightfold AI, Gloat, SAP SuccessFactors, Workday Skills CloudEightfold AILessie AIagainst: Beamery, Eightfold AI, PhenomSeekOut Recruitagainst: Beamery, Eightfold AI, Gloat, Workday Skills Cloudagainst: Eightfold AI, Greenhouse, Recruit CRM, SmartRecruiters, Workday Skills Cloud
Two alternatives
Gem, hireEZTwo alternatives
Fuel50, PhenomSix alternatives
Ashby, Beamery, Gloat, LinkedIn Talent Insights, Loxo, SeekOut RecruitThree alternatives
Manatal, Pin, WrangleTwo alternatives
Engagedly, Fuel50Llama 4 Maverickno first choiceEightfold AIChangedno first choiceManatalno first choiceagainst: Beamery, Eightfold AI, LinkedIn Talent Insights
Two alternatives
Bob Hiring, iMochaThree alternatives
Lessie AI, Pin, SeekOut RecruitQwen 3.7 FlashLessie AI, hireEZagainst: Eightfold AIPhenomChangedagainst: Eightfold AI, Gloat, SeekOut RecruitEightfold AILessie AIagainst: Eightfold AI, Findem, Saavvino first choiceagainst: Greenhouse, Lever, LinkedIn Talent Solutionsagainst: CloudHire, Criteria Corp, Phenom, Talent.io, Wellfound, ZoomInfo Talent
Two alternatives
Gem, SeekOut RecruitOne alternative
EngagedlySeven alternatives
Beamery, Draup, Gloat, Lightcast, Metaview, Revelio Labs, SeekOut RecruitThree alternatives
Owler, Pin, SeekOut RecruitKimi K2Pin, SeekOut Recruitagainst: Beamery, Eightfold AI, PhenomhireEZChangedagainst: Beamery, Eightfold AI, GloatBeamery, Eightfold AIPinagainst: Beamery, Eightfold AI, LinkedIn Talent Insights, Phenomno first choiceagainst: Eightfold AI, HireVue
Two alternatives
Ashby, GreenhouseEight alternatives
Engagedly, GoFIGR, Lever, Oracle Talent Management, Phenom, SAP Career & Talent Development, Skills Cloud, Workday Skills CloudNine alternatives
Fuel50, Gloat, HiredScore, Lightcast, LinkedIn Talent Insights, Phenom, Revelio Labs, SeekOut Recruit, hireEZFour alternatives
Breezy HR, JazzHR, Recooty, Zoho RecruitGLM 4.7 FlashXSeekOut Recruitagainst: Eightfold AI, PhenomGoFIGRChangedLightcast, LinkedIn Talent InsightsLessie AI, Metaviewagainst: Beamery, Eightfold AI, Gloat, LinkedIn Talent Insights, Loxono first choiceagainst: Greenhouse, Loxo, Naukri.com, Talent.com, Talentou AI
Two alternatives
Ceipal, Talent.aiThree alternatives
Eightfold AI, Moonhub, Workday Talent ManagementSeven alternatives
Beamery, Eightfold AI, Phenom TXM Platform, SeekOut Recruit, The Cognitive, Visier, Workday Skills CloudFour alternatives
Pin, SeekOut Recruit, Wrangle, Zoho RecruitMiniMax M2.5Greenhouse, SeekOut RecruitEightfold AIChangedEightfold AIMetaview, Wrangleagainst: Eightfold AI, Loxo, SeekOut Recruitno first choicenothing named
Two alternatives
Eightfold AI, hireEZTwo alternatives
Gloat, Workday Talent ManagementFive alternatives
Beamery, Findem, Gloat, LinkedIn Talent Insights, SeekOut RecruitThree alternatives
Lightcast, LinkedIn Talent Insights, The CognitiveGPT-6 LunaSeekOut RecruitPhenomChangedno first choiceGemno first choiceagainst: Eightfold AI, Manatal, Talenteria, Workday Recruiting
One alternative
LightcastTwo alternatives
Eightfold AI, HiredScoreOne alternative
SeekOut Recruit CoreMuse Glimmer 30BSeekOut Recruitagainst: Beamery, DraupEightfold AIChangedEightfold AILessie AI, Pinagainst: Beamery, Eightfold AI, Gem, Phenom, SeekOut Recruit, hireEZno first choiceagainst: Eightfold AI, Phenom, Reejig
Three alternatives
Eightfold AI, Lessie AI, hireEZFour alternatives
365Talents, Engagedly, Fuel50, GloatThree alternatives
Beamery, Gloat, SeekOut RecruitBold 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 10:51 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:52 | yes | 1 | 4 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 10:11 | yes | 9 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 21 | 40 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 24 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:43 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | yes | 10 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:08 | yes | 21 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | yes | 9 | 53 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 2 | 48 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:49 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | yes | 4 | 6 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 12:13 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:27 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 10 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:35 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | yes | 20 | 114 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 25 | 67 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:15 | yes | 25 | 122 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:21 | yes | 15 | 64 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 23 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:58 | yes | 13 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | yes | 8 | 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 10:27 | yes | 9 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:59 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 9 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:45 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:09 | yes | 25 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 9 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 20 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:34 | yes | 25 | 83 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:55 | yes | 10 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:03 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:22 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:15 | yes | 2 | 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 09:01 | yes | 10 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:40 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 10 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:02 | yes | 23 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 10 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 10 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 12 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:47 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:59 | no | 0 | 7 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 10:15 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:15 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 15 | 40 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:33 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 23 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:17 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:30 | yes | 15 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:27 | yes | 9 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | no | 0 | 93 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:44 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 12 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:43 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:41 | yes | 6 | 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 09:45 | no | 0 | 13 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 14 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:07 | yes | 25 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:10 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:47 | yes | 10 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:51 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:20 | yes | 15 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:27 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:12 | yes | 4 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 19 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Eightfold read as Eightfold AI
SeekOut read as SeekOut Recruit
Workday read as Workday Skills Cloud
Workday Talent Marketplace read as Workday Skills Cloud
ZoomInfo read as ZoomInfo Talent
iCIMS read as iCIMS Talent Cloud
Unresolved, counted raw
Ascendify
Bob Hiring
Claro
Claro Analytics
CloudHire
Emsi
HiredScores
Humantelligence
IBM Corporation
JobsPikr
Ninja Gig
Oracle Corporation
Oracle Talent Management
Owler
Randstad RiseSmart
SAP Career & Talent Development
Talent.ai
Talentou AI
Workday Inc.
Discontinued, still offered
No shut-down product was recommended here.