AI recruiting assistants for small business buyers
Asked as “AI recruiter”, and as “AI-powered candidate screening tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Pin 15%
30Manatal15Pin13Workable43others
30% of first choices, contested.
Since October 2026▲+1Since October 2026: 29% → 30%, +1 point. Inside the 13-point floor: within noise.Manatal held the lead, +1 point on 29%, 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
Manatal30%Contested▲+1Since October 2026: 29% → 30%, +1 point. Inside the 13-point floor: within noise.This pageMid-market
Workable23%Contested↗new leaderNew leader since October 2026: Workable (23%) replaces Manatal (31% then, 21% now), 2 points clear, inside the 13-point floor.Standing →Enterprise
Eightfold AI25%Contested▼−19Since October 2026: 44% → 25%, −19 points. Past the 13-point floor: movement.Standing →
Manatal30%Contested▲+1Since October 2026: 29% → 30%, +1 point. Inside the 13-point floor: within noise.This pageMid-marketWorkable23%Contested↗new leaderNew leader since October 2026: Workable (23%) replaces Manatal (31% then, 21% now), 2 points clear, inside the 13-point floor.Standing →EnterpriseEightfold AI25%Contested▼−19Since October 2026: 44% → 25%, −19 points. Past the 13-point floor: movement.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
01Manatal30%0%47accepted challenger▲+1Since October 2026: 29% → 30%, +1 point. Inside the 13-point floor: within noise.29% → 30%
Manatal30%0%47accepted challenger▲+1Since October 2026: 29% → 30%, +1 point. Inside the 13-point floor: within noise.29% → 30%02
Pin15%5%19accepted challenger▲+13Since October 2026: 2% → 15%, +13 points. Inside the 13-point floor: within noise.2% → 15%
Pin15%5%19accepted challenger▲+13Since October 2026: 2% → 15%, +13 points. Inside the 13-point floor: within noise.2% → 15%03Workable13%8%36accepted challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 13-point floor: within noise.14% → 13%
Workable13%8%36accepted challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 13-point floor: within noise.14% → 13%04
Zoho Recruit6%0%29accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise.18% → 6%
Zoho Recruit6%0%29accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise.18% → 6%05
Breezy HR4%4%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Breezy HR4%4%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%06
Juicebox2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Juicebox2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%07
Ashby2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Ashby2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
11
HireVue0%67%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
HireVue0%67%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Greenhouse0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Greenhouse0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Paradox0%39%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Paradox0%39%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
SeekOut0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SeekOut0%9%11accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Workable vs Zoho RecruitWorkable vs GemWorkable vs ParadoxManatal vs AshbyManatal vs GreenhouseManatal vs Zoho RecruitManatal vs GemManatal vs ParadoxAshby vs GreenhouseAshby vs Zoho RecruitAshby vs GemAshby vs ParadoxGreenhouse vs Zoho RecruitGreenhouse vs GemGreenhouse vs ParadoxZoho Recruit vs GemZoho Recruit vs ParadoxGem vs Paradox
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Manatal30%
Manatal30%02Pin15%
Pin15%03Workable13%
Workable13%04Zoho Recruit6%
Zoho Recruit6%05Breezy HR4%
Breezy HR4%06Juicebox2%
Juicebox2%07Ashby2%
Ashby2%08SeekOut0%
SeekOut0%09Paradox0%
Paradox0%10Greenhouse0%
Greenhouse0%11HireVue0%
HireVue0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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 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.
HireVue67%
8 of 12 labels negative · 7 of 14 models · 4 hard negative
“HireVue notoriously collected applicants' biometric data (facial expressions, tone) without proper consent, leading to legal scrutiny.” DeepSeek V4 Flash, negative prompt
Greenhouse60%
9 of 15 labels negative · 7 of 14 models · 2 hard negative
“Skip: Enterprise tools like Workable ($299+/mo), Greenhouse, Lever, and Paradox” DeepSeek V4 Flash, budget prompt
Paradox39%
7 of 18 labels negative · 5 of 14 models · 2 hard negative
“Avoid Paradox/Olivia unless: ... otherwise it's enterprise-priced overkill for a small team.” Kimi K2, comparative prompt
Lever43%
3 of 7 labels negative · 3 of 14 models · 1 hard negative
“Skip: Enterprise tools like Workable ($299+/mo), Greenhouse, Lever, and Paradox” 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
76 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. 781 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Pin24 answers · 33 citations · 9 models
20 answers · 20 citations · 9 models
vendor site · EasyHire17 answers · 17 citations · 8 models
16 answers · 21 citations · 8 models
vendor site · HeroHunt.ai13 answers · 14 citations · 9 models
vendor site · Hirevire12 answers · 22 citations · 8 models
12 answers · 18 citations · 7 models
12 answers · 12 citations · 8 models
vendor site · Clutch.co10 answers · 10 citations · 7 models
vendor site · Rework10 answers · 10 citations · 6 models
vendor site · Lever9 answers · 11 citations · 5 models
9 answers · 10 citations · 5 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
20 answers · 9 models
17 answers · 8 models
11 answers · 7 models
10 answers · 7 models
9 answers · 5 models
9 answers · 8 models
9 answers · 7 models
9 answers · 6 models
8 answers · 5 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 recruiter”, “ai recruiting tools”, “best ai recruiter”. 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 |
|---|---|---|---|---|---|---|---|
| Manatal manatal.com | 30% | 305 | 2,400 | 267 | 73,150 | 120 | |
| Pin pin.com | 15% | 104 | 368,000 | 243,385 | 24,375 | 28 | |
| Workable workable.com | 13% | 332 | 14,800 | 520 | 698,499 | $14,562 | 77 |
| Hirevire hirevire.com | 11% | 51 | 210 | 0 | 444 | 0 | |
| Zoho zoho.com Zoho Recruit 6% | 6% | 312 | 2,900 | 46 | 1,216,894 company | $51,031 | 119 |
| Breezy breezy.hr Breezy HR 4% | 4% | 226 | 3,600 | 59 | 178,670 company | $56 | 25 |
| 100Hires 100hires.com | 4% | 123 | 90 | 2 | 705 | 4 | |
| Juicebox juicebox.ai | 2% | 92 | 49,500 | 976 | 40,220 | $2,850 | 88 |
| Ashby ashbyhq.com | 2% | 217 | 49,500 | 3,112 | 216,820 | 16 | |
| TestGorilla testgorilla.com | 2% | 254 | 4,400 | 170 | 58,548 | $462 | 76 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (hiretruffle.com). The first result for “ai recruiter” is reddit.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 AI recruiter for a small B2B company?”Paraphrase“Which AI-powered candidate screening tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI recruiting tools for a small team and how do they differ?”Budget-constrained“What is the best AI recruiter for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI recruiter. What should we look at?”Negative“Which AI recruiting tools should a small business avoid or be cautious about?”
Claude Haiku 4.5PinWorkableChangedManatalManatalno first choiceagainst: Breezy HR, JazzHR, Teamtailor
Four alternatives
Manatal, Rerecooty, Truffle, WorkableTwo alternatives
Freshteam, ManatalThree alternatives
Juicebox, Pin, WorkableFour alternatives
EasyHire, Freshteam, Pin, Zoho RecruitGPT-5.4 mini100Hires100HiresHeldRecruitee, WorkableAI-Recruiter, AvaHRno first choicenothing named
Three alternatives
Ashby, Recruiterflow, Zoho RecruitTwo alternatives
Ceipal ATS, Zoho RecruitEight alternatives
Greenhouse, Humanly, JazzHR, Juicebox, Manatal, Paradox, SeekOut, hireEZTwo alternatives
100Hires, JuiceboxGemini 3.5 FlashJuiceboxagainst: LinkedIn RecruiterTestGorillaChangedManatal, WorkableManatalagainst: Greenhouse, Lever, LinkedIn Recruiterno first choicenothing named
Five alternatives
Fetcher, Manatal, Metaview, Pin, WorkableThree alternatives
Manatal, Vervoe, WilloFive alternatives
Breezy HR, Fetcher, Juicebox, Metaview, PinSix alternatives
Breezy HR, EasyHire.me, HiredAI, Juicebox, Truffle, Zoho RecruitPerplexity SonarPinagainst: LinkedIn Hiring AssistantWorkableChangedagainst: Humanly, ParadoxManatal, Workableagainst: Ashby, Greenhouse, HireVue, ParadoxManatalagainst: Pinno first choicenothing named
Three alternatives
Manatal, Workable, Zoho RecruitOne alternative
TestGorillaFour alternatives
Gem, SeekOut, Zoho Recruit, hireEZOne alternative
Zoho RecruitGrok 4.20Manatalagainst: Ashby, Lever, ParadoxHirevireChangedJazzHR, Manatalagainst: Greenhouse, HireVue, Workday RecruitingManatalagainst: Greenhouse, Workableno first choiceagainst: Beamery, Eightfold AI, Ideal, LinkedIn Recruiter AI, Paradox, Pymetrics, Retorio, hireEZ
Three alternatives
Recruiterflow, Zapier, Zoho RecruitFour alternatives
Breezy HR, Manatal, TestGorilla, Zoho RecruitFour alternatives
Breezy HR, Paradox, SeekOut, WorkableFour alternatives
Breezy HR, ChatGPT, Claude, Zoho RecruitMistral SmallPinHirevireChangedManatal, WorkableManatalno first choicenothing named
Three alternatives
Manatal, Recruiterflow, WorkableTwo alternatives
GoPerfect, WorkableTwo alternatives
Metaview, RecruiterflowTwo alternatives
Juicebox, Zoho RecruitDeepSeek V4 FlashPinTruffleChangedPinManatalagainst: Greenhouse, Lever, Paradox, Workableno first choiceagainst: Amazon's infamous AI recruiting tool, HireVue, Spark Hire
Two alternatives
Manatal, WorkableTwo alternatives
Hirevire, ManatalFive alternatives
Ashby, Breezy HR, Manatal, Workable, Zoho RecruitThree alternatives
Breezy HR, Hirevire, Zoho RecruitLlama 4 MaverickPinno first choiceChangedPinHirevireno first choicenothing named
Four alternatives
Manatal, Recruiterflow, Wizehire, WorkableThree alternatives
Collective, Leonar, ManatalThree alternatives
Manatal, The Cognitive, iSmartRecruitQwen 3.7 FlashManatal, Pinagainst: Greenhouse, LinkedIn RecruiterVervoeChangedGemagainst: GreenhouseManatalagainst: Fetcherno first choiceagainst: HireVue
One alternative
WorkableTwo alternatives
HireVue, ParadoxThree alternatives
Ashby, Manatal, ParadoxFour alternatives
ChatGPT, LinkedIn Free Search, Pin, Zoho RecruitKimi K2ManatalHirevire, WorkableChangedManatalagainst: ParadoxZoho RecruitManatal, Pinagainst: Greenhouse, HireVueagainst: HireVue, Pymetrics
Two alternatives
100Hires, WorkableOne alternative
ManatalFour alternatives
Breezy HR, JazzHR, Workable, Zoho RecruitOne alternative
Breezy HRTwo alternatives
Wizehire, Zoho RecruitGLM 4.7 FlashXManatal, Noon AIagainst: Recruiterflow, WorkableHirevireChangedManatal, Workableagainst: GreenhouseManatal, Zoho Recruitno first choicenothing named
Two alternatives
Breezy HR, JazzHRThree alternatives
Breezy HR, Manatal, TruffleFour alternatives
Ashby, Breezy HR, HireVue, ParadoxFive alternatives
Breezy HR, ChatGPT, Claude, Hirevire, ZapierMiniMax M2.5Manatal, WorkableAshby, LeverChangedManatalBreezy HR, Zoho Recruitno first choiceagainst: HireVue
Three alternatives
Recruiterflow, SeekOut, Zoho RecruitThree alternatives
BambooHR, Greenhouse, ParadoxFour alternatives
Breezy HR, Fetcher, Paradox, WorkableTwo alternatives
EasyHire.me, The CognitiveGPT-6 LunaWorkableWorkableHeldWorkableBreezy HRno first choicenothing named
One alternative
AshbyOne alternative
Breezy HRFour alternatives
Ashby, Breezy HR, Manatal, MetaviewOne alternative
Zoho RecruitMuse Glimmer 30BManatal, WorkableGoPerfect, HirevireChangedManatalagainst: ParadoxManatal, Pinno first choiceagainst: Eightfold AI, Findem, GoodTime, HireVue, SeekOut
Three alternatives
Breezy HR, Noon AI, Zoho RecruitTwo alternatives
Manatal, TruffleSeven alternatives
Breezy HR, Metaview, Pin, TestGorilla, The Cognitive, Workable, Zoho RecruitFour alternatives
Breezy HR, EasyHire.me, Workable, Zoho 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 12:00 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:39 | yes | 4 | 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 12:22 | yes | 5 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:55 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:09 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | yes | 5 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 14 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 15 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | yes | 5 | 38 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:31 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 12 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:27 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 2 | 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 09:12 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 39 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:36 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:42 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:03 | yes | 9 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 10 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:17 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | yes | 6 | 8 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 11:50 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:13 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 10 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:38 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:51 | yes | 25 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:44 | yes | 9 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:35 | yes | 20 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 9 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:46 | yes | 15 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 6 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:44 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | yes | 3 | 4 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 11:16 | yes | 11 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:51 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 19 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 10 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 14 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 5 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:53 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | no | 0 | 6 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 10:25 | yes | 6 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:20 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:22 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:29 | yes | 20 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 14 | 79 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | yes | 5 | 62 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:14 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:26 | yes | 9 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:27 | 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 12:14 | yes | 12 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:48 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 22 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:50 | yes | 15 | 81 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 25 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 21 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | yes | 10 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:28 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 15 | 23 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
Noon read as Noon AI
Workday read as Workday Recruiting
Unresolved, counted raw
AI-Recruiter
Amazon's infamous AI recruiting tool
Edvenity
LinkedIn Recruiter AI
Rerecooty
Discontinued, still offered
No shut-down product was recommended here.