Index › HR › Performance and talent management › Talent intelligence › Small business · September 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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
18%
Contested · Gem 14%
18Pin14Gem14Lessie AI53others
18% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six 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 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
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
06
07
08
09
10S11
12
13
14
15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Pin18%
Pin18%02Gem14%
Gem14%03Lessie AI14%
Lessie AI14%04Loxo10%
Loxo10%05Manatal6%
Manatal6%06Metaview4%
Metaview4%07hireEZ4%
hireEZ4%08Wrangle4%
Wrangle4%09Eightfold AI4%
Eightfold AI4%10Ashby2%
Ashby2%11SeekOut Recruit0%
12Workday Skills Cloud0%
Workday Skills Cloud0%13iCIMS Talent Cloud0%
iCIMS Talent Cloud0%14Gloat0%
Gloat0%15Phenom0%
Phenom0%16Beamery0%
Beamery0%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 AI84%
38 of 45 labels negative · 12 of 12 models · 14 hard negative
“Most enterprise-sized talent intelligence suites (Eightfold, Beamery, Phenom, iCIMS, Workday Skills Cloud, Gloat, LinkedIn Talent Insights, etc.) are not built for small businesses” GLM 4.7 FlashX, negative prompt
Phenom91%
20 of 22 labels negative · 11 of 12 models · 14 hard negative
“pricing starts at around $10,000 per month. It is only cost-effective for companies executing massive, continuous high-volume hiring campaigns.” Gemini 3.5 Flash, negative prompt
Beamery93%
27 of 29 labels negative · 10 of 12 models · 15 hard negative
“Enterprise talent CRM + skills graph. Requires at-scale hiring and dedicated TA ops. Implementation and maintenance are complex and costly.” GLM 4.7 FlashX, negative prompt
Gloat77%
17 of 22 labels negative · 10 of 12 models · 12 hard negative
“Some platforms that are not suitable for small businesses include Gloat, Workday Skills Cloud, Phenom, and iCIMS Talent Cloud.” Llama 4 Maverick, 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. 997 links across 235 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Pin46 answers · 93 citations · 11 models
vendor site · Metaview43 answers · 61 citations · 11 models
vendor site · G238 answers · 38 citations · 12 models
vendor site · G237 answers · 73 citations · 12 models
34 answers · 37 citations · 11 models
vendor site · Lessie26 answers · 27 citations · 9 models
vendor site · Skima25 answers · 26 citations · 9 models
vendor site · Xobin24 answers · 24 citations · 10 models
vendor site · Guideflow18 answers · 19 citations · 8 models
vendor site · Wrangle18 answers · 18 citations · 9 models
17 answers · 17 citations · 10 models
14 answers · 16 citations · 9 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.
43 answers · 11 models
38 answers · 12 models
35 answers · 11 models
31 answers · 11 models
26 answers · 9 models
24 answers · 11 models
24 answers · 10 models
23 answers · 10 models
21 answers · 8 models
18 answers · 9 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 | 18% | 104 | 368,000 | 243,385 | 24,375 | 28 | 4 | |
| Gem gem.com | 14% | 182 | 246,000 | 225,116 | 16,291 | 10 | ||
| Lessie lessie.ai Lessie AI 14% | 14% | 30 | 590 | 3 | 21,371 company | 2 | ||
| Loxo loxo.co | 10% | 100 | 5,400 | 107 | 5,248 | 23 | 3 | |
| Manatal manatal.com | 6% | 305 | 2,400 | 267 | 73,150 | 120 | ||
| Metaview metaview.ai | 4% | 47 | 9,900 | 49 | 39,923 | $9,200 | 55 | 1 |
| hireEZ hireez.com | 4% | 174 | 2,400 | 43 | 3,058 | 35 | 7 | |
| Wrangle wrangle.ai | 4% | 14 | 9,900 | 468 | 108 | 3 | ||
| Eightfold eightfold.ai Eightfold AI 4% | 4% | 520 | 4,400 | 187 | 53,360 company | 17 | 1 | |
| Ashby ashbyhq.com | 2% | 217 | 49,500 | 3,112 | 216,820 | 16 |
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 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 4.5PinEightfold AIChangedLoxoagainst: Eightfold AIPinno first choiceagainst: Aon, Workday Skills Cloud
Two alternatives
Loxo, TalentelOne alternative
365TalentsFour alternatives
Ashby, Gem, Metaview, hireEZThree alternatives
Arya, Juicebox, LeonarGPT-5.4 miniLoxoagainst: Eightfold AI, PhenomEightfold AIChangedGemagainst: Eightfold AILoxo, TalentHRagainst: 365Talents, ZoomInfo Talentno first choicenothing named
Two alternatives
LinkedIn Talent Insights, RecruiterflowTwo alternatives
Fuel50, GloatTwo alternatives
LinkedIn Talent Insights / LinkedIn Recruiter enterprise, PhenomGemini 3.5 FlashPinagainst: Beamery, Eightfold AI, Gloat, LinkedIn Talent Insights, Phenom, Retrain.aiPlumChangedagainst: Eightfold AI, GloatPinagainst: Beamery, Eightfold AI, Gloat, PhenomPinagainst: Beamery, Eightfold AI, SeekOut RecruitLoxo, Pinagainst: Beamery, Eightfold AI, Phenomagainst: Beamery, Eightfold AI, Gloat, Phenom, Visier, Workday Skills Cloud, iCIMS Talent Cloud
Five alternatives
ALT-Talent, Arya, Intervue, Metaview, hireEZTwo alternatives
SeekOut Recruit, WorkableThree alternatives
Metaview, SeekOut Recruit, hireEZThree alternatives
CoRecruit, Manatal, Zoho RecruitTwo alternatives
Metaview, TrufflePerplexity SonarLoxoWorkableChangedagainst: Eightfold AI, ReejigPinagainst: Beamery, Eightfold AI, SeekOut RecruitLessie AIno first choiceagainst: Beamery, Draup, Eightfold AI, Gloat, Lightcast, Phenom, TalentNeuron, Workday Skills Cloud, iCIMS Talent Cloud
Two alternatives
Lessie AI, PinThree alternatives
Manatal, Pin, Talentprise/JuiceboxThree alternatives
Gem, Metaview, hireEZTwo alternatives
Loxo, ManatalGrok 4.20Gem, Metaviewagainst: Beamery, Eightfold AI, hireEZManatalChangedagainst: Eightfold AI, GloatGem, Metaviewagainst: Beamery, Eightfold AIManatal, Zoho Recruitagainst: SeekOut Recruit, hireEZno first choiceagainst: Beamery, CoRecruit, Cornerstone, Draup, Eightfold AI, Gloat, Greenhouse, Phenom, SAP SuccessFactors, SeekOut Recruit, Workday Skills Cloud, iCIMS Talent Cloud
One alternative
LoxoThree alternatives
Breezy HR, Pin, WorkableThree alternatives
CoRecruit, Loxo, hireEZOne alternative
PinMistral SmallAshby, hireEZManatalChangedLoxoagainst: SeekOut RecruitWrangleagainst: Beamery, Eightfold AIno first choiceagainst: Beamery, Eightfold AI, Gloat, Phenom, TalentNeuron, Workday Skills Cloud, iCIMS Talent Cloud
Three alternatives
Eightfold AI, SeekOut Recruit, iMochaThree alternatives
Gem, Metaview, hireEZFour alternatives
AmazingHiring, Gem, Lessie AI, LoxoDeepSeek V4 FlashGem, Metaviewagainst: Beamery, Eightfold AI, Phenom, iCIMS Talent CloudAimploy RecruitChangedagainst: Eightfold AI, Fuel50, Gloat, Phenom, Pin, SAP SuccessFactors, SeekOut RecruitAshby, Metaview, Pinagainst: Beamery, Eightfold AI, Findem, SeekOut RecruitLessie AIagainst: Beamery, Eightfold AI, Phenom, iCIMS Talent CloudGem, Wrangleagainst: Beamery, Eightfold AI, Gloat, Phenom, SeekOut Recruit, Visieragainst: Beamery, Eightfold AI, Phenom, SeekOut Recruit, iCIMS Talent Cloud
Two alternatives
Loxo, hireEZTwo alternatives
BambooHR, WorkableThree alternatives
Gem, Loxo, WrangleFour alternatives
Gem, Loxo, Manatal, PinOne alternative
PinLlama 4 MaverickLessie AIagainst: Beamery, Eightfold AIHirevireChangedLoxoLessie AIno first choiceagainst: Gloat, Phenom, Workday Skills Cloud, iCIMS Talent Cloud
Two alternatives
AmazingHiring, LoxoFive alternatives
Ashby, Gem, Lessie AI, Metaview, hireEZFour alternatives
AmazingHiring, Gem, Loxo, WrangleQwen 3.7 FlashGemRipplingChangedagainst: Eightfold AI, PhenomLoxoagainst: Beamery, Eightfold AIPinGem, hireEZagainst: Draup, Eightfold AIagainst: Eightfold AI, Gloat, Greenhouse, Lever, LinkedIn Talent Insights, Oracle Taleo, Workday Skills Cloud
One alternative
hireEZOne alternative
HireScoreFive alternatives
AmazingHiring, Ashby, Gem, Lessie AI, hireEZThree alternatives
Gem, Loxo, hireEZThree alternatives
AmazingHiring, Andela, CoRecruitKimi K2Gemagainst: Beamery, Phenom, iCIMS Talent CloudGoFIGRChangedagainst: Eightfold AI, Fuel50, Gloat, HireVue, ParadoxPinagainst: Beamery, Eightfold AILessie AI, Pinno first choiceagainst: Alex/Apriora, Beamery, EasyHire, Eightfold AI, Gloat, HeyMilo, LinkedIn Recruiter, Phenom, SeekOut Recruit, Workday Skills Cloud, hireEZ
Four alternatives
Lessie AI, Metaview, Pin, WrangleTwo alternatives
Manatal, PinFive alternatives
Ashby, Gem, Lessie AI, Metaview, hireEZTwo alternatives
Gem, ManatalFour alternatives
Ashby, Gem, Metaview, hireEZGLM 4.7 FlashXGemagainst: Beamery, Eightfold AI, hireEZMonday.com AgentsChangedagainst: Fetcher, Gloat, HeroHunt.ai, Workday Skills CloudGem, Lessie AIagainst: Beamery, Eightfold AILessie AIagainst: Eightfold AI, Findem, SeekOut Recruitno first choiceagainst: BambooHR, Beamery, ChartHop, Eightfold AI, Gloat, Greenhouse, HiBob, LinkedIn Talent Insights, Phenom, Workday HCM, Workday Skills Cloud, iCIMS Talent Cloud
Five alternatives
Bryq, Lessie AI, Metaview, SeekOut Recruit, iMochaOne alternative
ManatalFive alternatives
Loxo, Metaview, Pin, SeekOut Recruit, WrangleThree alternatives
Gem, Metaview, PinMiniMax M2.5Lessie AI, Loxoagainst: Beamery, Eightfold AIPinChangedagainst: 365Talents, Gloat, PhenomMetaviewagainst: Eightfold AI, LightcastPinno first choiceagainst: Beamery, Phenom, iCIMS Talent Cloud
Four alternatives
AmazingHiring, Ashby, Gem, hireEZTwo alternatives
Eightfold AI, ManatalThree alternatives
Ashby, Gem, hireEZThree alternatives
Lessie AI, Manatal, MetaviewBold 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 21:10 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:19 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:55 | yes | 10 | 219 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:06 | 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 20:08 | yes | 40 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:20 | yes | 26 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:14 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:45 | yes | 12 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:45 | yes | 9 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:34 | yes | 13 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:24 | yes | 5 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:06 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:05 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:29 | yes | 26 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:57 | yes | 20 | 6 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 20:37 | yes | 41 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:56 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:04 | yes | 28 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:22 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:23 | yes | 23 | 74 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:39 | yes | 28 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:08 | yes | 14 | 122 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:41 | yes | 23 | 56 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:25 | yes | 15 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:30 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:01 | yes | 16 | 58 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:14 | yes | 20 | 9 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 20:58 | yes | 42 | 24 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:43 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:50 | yes | 27 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:17 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:56 | yes | 19 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:18 | yes | 11 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:00 | yes | 9 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:04 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:08 | yes | 18 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:34 | yes | 20 | 4 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 20:22 | yes | 42 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:04 | yes | 8 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:17 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:20 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:02 | yes | 7 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:35 | yes | 11 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:33 | yes | 17 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:51 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:28 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:16 | yes | 11 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:20 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:26 | yes | 15 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:36 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:27 | yes | 16 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:49 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:37 | yes | 10 | 49 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:14 | yes | 15 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:36 | yes | 10 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:13 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:22 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:00 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:25 | yes | 10 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:11 | yes | 20 | 6 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 20:07 | yes | 17 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:55 | yes | 11 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:12 | yes | 27 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:28 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:00 | yes | 9 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:58 | yes | 25 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:06 | yes | 20 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:02 | yes | 13 | 29 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
Arya Pulse read as Arya
Eightfold read as Eightfold AI
Lessie read as Lessie AI
SAP read as SAP SuccessFactors
SeekOut read as SeekOut Recruit
Workday read as Workday Skills Cloud
iCIMS read as iCIMS Talent Cloud
Unresolved, counted raw
ALT-Talent
Aimploy Recruit
Anutio
HireScore
Monday.com Agents
Talentel
Talentprise/Juicebox
Discontinued, still offered
No shut-down product was recommended here.