Index › HR › Performance and talent management › Talent intelligence › Small business · November 2026 Edition
Talent intelligence for small business buyers
Asked as “talent intelligence platform”, and as “AI talent platform for hiring and mobility”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · Loxo 12%
14Pin12Loxo10Gem64others
14% of first choices, contested.
Since October 2026▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.Pin held the lead, −7 points on 21%, inside the 13-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Pin14%Contested▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseEightfold 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Pin14%0%25accepted challenger▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.21% → 14%
Pin14%0%25accepted challenger▼−7Since October 2026: 21% → 14%, −7 points. Inside the 13-point floor: within noise.21% → 14%02
Loxo12%7%30accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise.10% → 12%
Loxo12%7%30accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise.10% → 12%03
Gem10%4%25accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%
Gem10%4%25accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%04
Manatal10%0%17accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%
Manatal10%0%17accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%05
Lessie AI10%0%17accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise.4% → 10%
Lessie AI10%0%17accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise.4% → 10%06
Juicebox5%5%19accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%
Juicebox5%5%19accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%07
Workable5%0%13accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 13-point floor: within noise.6% → 5%
Workable5%0%13accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 13-point floor: within noise.6% → 5%08
Metaview3%5%20accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 13-point floor: within noise.10% → 3%
Metaview3%5%20accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 13-point floor: within noise.10% → 3%09
Ashby3%8%13accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 13-point floor: within noise.2% → 3%
Ashby3%8%13accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 13-point floor: within noise.2% → 3%10Eightfold AI3%81%48criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 13-point floor: within noise.2% → 3%
Eightfold AI3%81%48criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 13-point floor: within noise.2% → 3%11SeekOut Recruit2%34%38criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
12
Phenom2%76%21criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Phenom2%76%21criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
18
Beamery0%89%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Beamery0%89%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%16
Draup0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Draup0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%17
Gloat0%71%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Gloat0%71%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
LinkedIn Talent Insights0%38%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Talent Insights0%38%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
hireEZ0%28%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
hireEZ0%28%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%14
Recruiterflow0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Recruiterflow0%0%12accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607080910S11
12131415161718Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Pin14%
Pin14%02Loxo12%
Loxo12%03Gem10%
Gem10%04Manatal10%
Manatal10%05Lessie AI10%
Lessie AI10%06Juicebox5%
Juicebox5%07Workable5%
Workable5%08Metaview3%
Metaview3%09Ashby3%
Ashby3%10Eightfold AI3%
Eightfold AI3%11SeekOut Recruit2%
12Phenom2%
Phenom2%13hireEZ0%
hireEZ0%14Recruiterflow0%
Recruiterflow0%15LinkedIn Talent Insights0%
LinkedIn Talent Insights0%16Draup0%
Draup0%17Gloat0%
Gloat0%18Beamery0%
Beamery0%What they warned about
One 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, 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 AI81%
39 of 48 labels negative · 14 of 14 models · 19 hard negative
“Avoid Entirely (Enterprise-Only Products) 1. Eightfold AI - Why avoid: Enterprise-only platform with contracts typically starting in the mid-six figures annually” DeepSeek V4 Flash, negative prompt
Beamery89%
24 of 27 labels negative · 11 of 14 models · 13 hard negative
“Enterprise-heavy platforms like Eightfold AI, Beamery, and Phenom are usually not recommended for small B2B companies.” Gemini 3.5 Flash, direct prompt
Gloat71%
15 of 21 labels negative · 9 of 14 models · 5 hard negative
“designed for mid-to-large enterprises. Small businesses may find them expensive and feature-heavy” Qwen 3.7 Flash, negative prompt
SeekOut Recruit
34%
13 of 38 labels negative · 8 of 14 models · 4 hard negative
“Avoid at all costs (for a tight budget): Eightfold, Gloat, Beamery, SeekOut, and iCIMS” DeepSeek V4 Flash, budget 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
77 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. 912 links across 232 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 · G247 answers · 94 citations · 12 models
vendor site · Pin33 answers · 55 citations · 13 models
29 answers · 29 citations · 10 models
vendor site · G229 answers · 29 citations · 12 models
vendor site · Skima24 answers · 25 citations · 10 models
vendor site · Lessie19 answers · 26 citations · 10 models
vendor site · Xobin19 answers · 19 citations · 10 models
17 answers · 23 citations · 9 models
16 answers · 16 citations · 9 models
15 answers · 17 citations · 9 models
vendor site · Metaview14 answers · 18 citations · 9 models
vendor site · Eightfold13 answers · 16 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.
40 answers · 12 models
29 answers · 10 models
27 answers · 11 models
23 answers · 10 models
22 answers · 10 models
19 answers · 10 models
18 answers · 10 models
16 answers · 9 models
12 answers · 8 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 “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 | 14% | 104 | 368,000 | 243,385 | 24,375 | 28 | 4 | |
| Loxo loxo.co | 12% | 100 | 5,400 | 107 | 5,248 | 23 | 3 | |
| Gem gem.com | 10% | 182 | 246,000 | 225,116 | 16,291 | 10 | ||
| Manatal manatal.com | 10% | 305 | 2,400 | 267 | 73,150 | 120 | ||
| Lessie lessie.ai Lessie AI 10% | 10% | 30 | 590 | 3 | 21,371 company | 2 | ||
| Juicebox juicebox.ai | 5% | 92 | 49,500 | 976 | 40,220 | $2,850 | 88 | |
| Workable workable.com | 5% | 332 | 14,800 | 520 | 698,499 | $14,562 | 77 | |
| Wrangle wrangle.ai | 5% | 14 | 9,900 | 468 | 108 | 3 | ||
| Metaview metaview.ai | 3% | 47 | 9,900 | 49 | 39,923 | $9,200 | 55 | 1 |
| Ashby ashbyhq.com | 3% | 217 | 49,500 | 3,112 | 216,820 | 16 |
Google's top ten for the three searches hold 17 sites; 3 of them are among the sites the models cited here (eightfold.ai, 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 small B2B company?”Paraphrase“Which AI talent platform for hiring and mobility would you recommend to a small business that sells to other businesses?”Comparative“What are the top talent intelligence platforms for a small team and how do they differ?”Budget-constrained“What is the best talent intelligence platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a talent intelligence platform. What should we look at?”Negative“Which talent intelligence platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Gem, WrangleJazzHR, ManatalChangedLessie AIagainst: Eightfold AI, FindemGem, Lessie AI, Wrangleagainst: Beamery, Eightfold AIno first choiceagainst: Eightfold AI, Mercor
Four alternatives
Pin, TestGorilla, TurboHire, hireEZOne alternative
WellfoundFour alternatives
AmazingHiring, Gem, Pin, WrangleTwo alternatives
Pin, TapflowGPT-5.4 miniLoxoagainst: SeekOut RecruitPhenomChangedSeekOut Recruitagainst: 365Talents, Eightfold AILoxono first choicenothing named
Two alternatives
Atlas, RecruiterflowTwo alternatives
Eightfold AI, Workday Skills CloudThree alternatives
LinkedIn Talent Insights, Loxo, hireEZGemini 3.5 FlashGemagainst: Beamery, Eightfold AI, PhenomFetcherChangedagainst: Eightfold AI, Gloat, PhenomJuicebox, hireEZagainst: Beamery, Eightfold AI, Gloat, PhenomJuiceboxagainst: Beamery, Eightfold AI, PhenomAshby, Metaviewagainst: Eightfold AI, Phenom, SkyHiveagainst: Beamery, Eightfold AI, Gloat, HiredScore, Phenom, Reejig, Retrain.ai
Four alternatives
Ashby, Juicebox, SeekOut Recruit, hireEZThree alternatives
SeekOut Recruit, Workable, hireEZFour alternatives
Fetcher, Findem, Metaview, SeekOut RecruitFive alternatives
Breezy HR, HiredAI, Manatal, Pin, Zoho RecruitTwo alternatives
SeekOut Recruit, hireEZPerplexity SonarLoxoagainst: Eightfold AIManatalChangedagainst: GloatLoxo, hireEZagainst: Beamery, Draup, Eightfold AI, Gloat, PhenomPinagainst: Beamery, Eightfold AI, Loxono first choiceagainst: Beamery, Culture Amp, Eightfold AI, Gloat, Lattice, Paradox, Phenom, SeekOut Recruit, Workday Skills Cloud, hireEZ, iCIMS Talent Cloud
Four alternatives
Metaview, Pin, SeekOut Recruit, hireEZTwo alternatives
Eightfold AI, Fuel50Five alternatives
AmazingHiring, Gem, LinkedIn Talent Insights, Metaview, SeekOut RecruitTwo alternatives
BambooHR, JazzHRGrok 4.20Ashbyagainst: Beamery, Eightfold AI, SeekOut RecruitEightfold AIChangedLoxo, SeekOut Recruitagainst: Beamery, CoRecruit, Eightfold AI, Gloat, Juicebox, Phenom, VisierManatalagainst: Eightfold AI, Gem, Metaview, SeekOut RecruitSeekOut Recruitagainst: Draup, Eightfold AI, TalentNeuronagainst: Draup, Eightfold AI, Lightcast, LinkedIn Talent Insights, Talent.io, TalentNeuron, ZoomInfo Talent
Two alternatives
Loxo, RecruiterflowSix alternatives
BambooHR, Gloat, Hirevire, Manatal, Phenom, RipplingFive alternatives
Gem, Manatal, Metaview, Recruiterflow, hireEZTwo alternatives
Collective, LoxoFive alternatives
Beamery, Findem, Gloat, LinkedIn Talent Insights, LoxoMistral SmallLoxo, WrangleEightfold AI, Skima AIChangedJuicebox, hireEZLessie AI, Pinno first choiceagainst: Beamery, CoRecruit, Draup, Eightfold AI, HireVue, Infor Talent Science, Mercor, ZoomInfo Talent
Two alternatives
Recruitee, Remote AITwo alternatives
SeekOut Recruit, WorkableFour alternatives
Eightfold AI, LinkedIn Talent Insights, Metaview, SeekOut RecruitOne alternative
SeekOut RecruitDeepSeek V4 FlashLoxoagainst: Beamery, Eightfold AI, Phenom, TalentNeuronWorkableChangedagainst: Eightfold AIJuicebox, Manatal, SeekOut Recruitagainst: Eightfold AI, Gloat, HireVue, Paradox, SmartRecruiters, Textio, hireEZManatalagainst: Beamery, Eightfold AI, Gloat, LinkedIn Recruiter, SeekOut Recruit, iCIMS Talent CloudGemagainst: Beamery, Eightfold AI, LinkedIn Recruiter, Phenom, SeekOut Recruit, iCIMS Talent Cloudagainst: Beamery, Draup, Eightfold AI, Gloat, HiredScore, Lightcast, Paradox, SeekOut Recruit
Five alternatives
Ashby, CoRecruit, Manatal, Recruiterflow, hireEZTwo alternatives
Manatal, PinFour alternatives
Ashby, Loxo, Metaview, RecruiterflowTwo alternatives
Loxo, PinLlama 4 Maverickno first choiceno first choiceHeldLessie AIagainst: Beamery, Eightfold AILessie AIno first choiceagainst: Beamery, Gloat, LinkedIn Recruiter, Phenom, Workday Skills Cloud, hireEZ, iCIMS Talent Cloud
Three alternatives
Gem, Metaview, PinQwen 3.7 FlashAryaFetcher.ai, LinkedIn RecruiterChangedPinagainst: LinkedIn RecruiterLessie AIagainst: Eightfold AI, SeekOut RecruitGem, Recruit CRMagainst: Eightfold AI, Loxo, SeekOut Recruit, Visieragainst: Beamery, Draup, Eightfold AI, Gloat, Greenhouse, HireVue, LinkedIn Talent Insights, Popp, Remote AI, SeekOut Recruit, Visier, hireEZ
Two alternatives
Gem, Lessie AIThree alternatives
Eightfold AI, Manatal, ParadoxThree alternatives
Lessie AI, Recruiterflow, hireEZTwo alternatives
Gem, Wrangle.aiSix alternatives
Greenhouse Source, Lever Talent, LinkedIn Talent Insights, Radancy, RippleMatch, hireEZKimi K2JuiceboxManatalChangedagainst: Eightfold AI, Fuel50, Gloat, PhenomLessie AI, SeekOut Recruitagainst: AmazingHiring, hireEZPinWorkableagainst: Beamery, Eightfold AI, Phenomagainst: Beamery, Eightfold AI, SeekOut Recruit, hireEZ
Three alternatives
Ashby, Loxo, RecruiterflowThree alternatives
365Talents, Hirevire, WorkableOne alternative
GemThree alternatives
Manatal, Metaview, Zoho RecruitEight alternatives
BambooHR, Gem, Greenhouse, HiBob, Lever, Pin, Rippling, hireEZGLM 4.7 FlashXGem, LoxoManatalChangedGem, SeekOut RecruitPinagainst: AmazingHiring, Beamery, Draup, Eightfold AI, SeekOut Recruit, hireEZno first choiceagainst: Breezy HR, Bullhorn, Paycor, SmartRecruiters
Two alternatives
Metaview, hireEZTwo alternatives
Pin, WorkableOne alternative
MetaviewFive alternatives
Crelate, Gem, Lessie AI, Metaview, Remote AIMiniMax M2.5Loxoagainst: LinkedIn Talent InsightsBambooHRChangedMetaviewagainst: GreenhouseMetaview, Pinno first choiceagainst: Eightfold AI, LinkedIn Talent Insights, Visier
Three alternatives
Ashby, CoRecruit, MetaviewTwo alternatives
Hirevire, LatticeFour alternatives
100Hires, Ashby, Workable, hireEZThree alternatives
Lessie AI, Loxo, TalentQuestGPT-6 LunaJuiceboxWorkableChangedGem, SeekOut Recruitagainst: Lightcast, LinkedIn Talent Insights, hireEZPinagainst: LinkedIn Talent Insightsno first choiceagainst: Eightfold AI, Gloat, Lightcast
Two alternatives
LinkedIn Talent Insights, SeekOut Recruit CoreOne alternative
PhenomOne alternative
GemMuse Glimmer 30BLessie AI, PinPinChangedGem, Lessie AIagainst: Beamery, Draup, Eightfold AI, LinkedIn Recruiter, LinkedIn Talent Insights, SeekOut Recruit, VisierLessie AIagainst: Beamery, Eightfold AI, Phenom, iCIMS Talent Cloudno first choiceagainst: Ashby, Beamery, Draup, Eightfold AI, Gloat, Lightcast, LinkedIn Recruiter, LinkedIn Talent Insights, Phenom, Reejig, Workday Skills Cloud, ZoomInfo Talent, iCIMS Talent Cloud
Six alternatives
CoRecruit formerly Quil, Juicebox, Loxo, Recruitee, Recruiterflow, Remote AIFour alternatives
Eightfold AI, Loxo, Metaview, PinpointSeven alternatives
Ashby, CoRecruit formerly Quil, Juicebox, Loxo, Recruiterflow, Remote AI, hireEZOne alternative
PinBold 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 10:11 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:20 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:01 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:24 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 12 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 21 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | yes | 10 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:45 | yes | 19 | 56 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:58 | yes | 14 | 68 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 5 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:41 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:14 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:53 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:49 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 10 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 23 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 24 | 107 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:56 | yes | 25 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 20 | 95 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:47 | yes | 2 | 25 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 24 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:12 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 6 | 10 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 08:40 | yes | 7 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:53 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 10 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:56 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:31 | yes | 21 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 17 | 70 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 19 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 24 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 15 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:41 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:36 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | yes | 3 | 6 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 11:44 | yes | 7 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 20 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:37 | yes | 24 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:49 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:02 | yes | 20 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 9 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:17 | yes | 23 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:02 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | 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 11:13 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:52 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 15 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:31 | yes | 20 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:00 | yes | 14 | 65 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 20 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 13 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:20 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 12 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:25 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 5 | 6 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 08:51 | yes | 8 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 26 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:25 | yes | 23 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:52 | yes | 12 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:29 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 25 | 238 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | yes | 10 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:43 | yes | 14 | 30 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
Lessie read as Lessie AI
SeekOut read as SeekOut Recruit
ZoomInfo Talent - Powered by ZoomInfo read as ZoomInfo Talent
iCIMS read as iCIMS Talent Cloud
Unresolved, counted raw
Fetcher.ai
Greenhouse Source
Junction
MeetEdgar
Wrangle.ai
Discontinued, still offered
No shut-down product was recommended here.