Staffing agency platforms for enterprise buyers
Asked as “staffing agency platform”, and as “recruitment agency ATS and CRM”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
42%
Clear leader
42Bullhorn08iCIMS Talent Cloud06Deel44others
42% of first choices, clear leader.
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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Zoho Recruit vs VincereZoho Recruit vs LeverZoho Recruit vs RecruiterflowZoho Recruit vs LoxoBullhorn vs ManatalBullhorn vs Recruit CRMBullhorn vs VincereBullhorn vs LeverBullhorn vs RecruiterflowBullhorn vs LoxoManatal vs Recruit CRMManatal vs VincereManatal vs LeverManatal vs RecruiterflowManatal vs LoxoRecruit CRM vs VincereRecruit CRM vs LeverRecruit CRM vs RecruiterflowRecruit CRM vs LoxoVincere vs LeverVincere vs RecruiterflowVincere vs LoxoLever vs RecruiterflowLever vs LoxoRecruiterflow 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
03A04
05
06
07A08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Bullhorn42%
Bullhorn42%02iCIMS Talent Cloud8%
iCIMS Talent Cloud8%03SAP Fieldglass6%
SAP Fieldglass6%04Avionté4%
05Beeline4%
Beeline4%06JobDiva2%
JobDiva2%07TempWorks2%
TempWorks2%08Aviont\u00e90%
09Vincere0%
Vincere0%10SmartRecruiters0%
SmartRecruiters0%11Ceipal0%
Ceipal0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Bullhorn17%
9 of 53 labels negative · 6 of 14 models · 2 hard negative
“widely cited as "the incumbent, not the optimum" for agencies that want price clarity... hidden pricing with steep renewal hikes” Muse Glimmer 30B, negative prompt
Upwork62%
5 of 8 labels negative · 5 of 14 models · 4 hard negative
“Platforms like **Upwork**, **Fiverr**, or **Freelancer** are often mistaken for staffing solutions, but they carry significant risks for enterprises” Qwen 3.7 Flash, negative prompt
Fiverr100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Consumer-grade freelance marketplaces like Upwork, Fiverr, or Freelancer**: - **Why?** Poor fit for high-volume, compliant enterprise hiring.” Grok 4.1 Fast, negative prompt
Instawork100%
4 of 4 labels negative · 4 of 14 models · 1 hard negative
“Flagged by the Fair Work Alliance for widespread labor violations... making them a high-risk choice for large enterprises” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 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. 1241 links across 416 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 · Pin51 answers · 83 citations · 12 models
vendor site · FirstHR35 answers · 40 citations · 11 models
vendor site · Bullhorn23 answers · 40 citations · 11 models
vendor site · G221 answers · 27 citations · 10 models
vendor site · JazzHR21 answers · 21 citations · 9 models
vendor site · Metaview19 answers · 28 citations · 12 models
vendor site · Assembly18 answers · 18 citations · 10 models
17 answers · 18 citations · 7 models
vendor site · Recruiterflow16 answers · 22 citations · 9 models
vendor site · CloudTalk16 answers · 19 citations · 8 models
vendor site · Skima15 answers · 17 citations · 11 models
vendor site · Larksuite15 answers · 15 citations · 10 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.
35 answers · 11 models
32 answers · 12 models
21 answers · 9 models
18 answers · 10 models
15 answers · 7 models
15 answers · 9 models
14 answers · 10 models
12 answers · 7 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 staffing agency platform”, “staffing agency platform”, “staffing agency 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 |
|---|---|---|---|---|---|---|---|---|
| Bullhorn bullhorn.com | 42% | 201 | 49,500 | 1,451 | 53,403 | $226 | 17 | 4 |
| iCIMS icims.com iCIMS Talent Cloud 8% | 8% | 51 | 27,100 | 667 | 1,165,712 company | $5,674 | 26 | |
| Deel deel.com | 6% | 526 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| SAP parent site SAP Fieldglass 6% | 6% | 149 | 135,000 | 74,309 | ||||
| Avionté | 4% | 52 | ||||||
| Beeline beeline.com | 4% | 145 | 27,100 | 1,443 | 19,910 | $53 | 5 | |
| Happlicant | 4% | |||||||
| Pin pin.com | 4% | 199 | 368,000 | 243,385 | 24,375 | 28 | ||
| JobDiva jobdiva.com | 2% | 57 | 5,400 | 46 | 2,977 | 4 | ||
| TempWorks tempworks.com | 2% | 21 | 1,900 | 63 | 3,509 | 10 | 3 |
Google's top ten for the three searches hold 23 sites; 1 of them are among the sites the models cited here (bullhorn.com). The first result for “best staffing agency platform” is peoplemanagingpeople.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 staffing agency platform for an enterprise B2B company?”Paraphrase“Which recruitment agency ATS and CRM would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade staffing agency platforms and how do they differ?”Budget-constrained“What is the best staffing agency platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a staffing agency platform. What should we look at?”Negative“Which staffing agency platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceBullhornChangedBullhornGeometric Results, Inc.against: Avionténo first choiceagainst: Instawork, Nowsta, Qwick, Tend
Three alternatives
Avature, Oracle Recruiting, SmartRecruitersFour alternatives
Avionté, Ceipal, Greenhouse, JobDivaGPT-5.4 miniBullhornBullhornHeldAviont\u00e9, Bullhornagainst: VensureBeeline VMSno first choicenothing named
Three alternatives
Aviont\u00e9, JobDiva, WorksomeTwo alternatives
SmartRecruiters, iCIMS Talent CloudTwo alternatives
Bullhorn, CE VMSGemini 3.5 FlashBeeline, Bullhorn, SAP FieldglassBullhornChangedBullhornDeelagainst: Beeline, SAP Fieldglassno first choiceagainst: Fiverr, Freelancer, Upwork
Two alternatives
Upwork, Workday VNDLYEleven alternatives
Beamery, Eightfold AI, Gem, Lever, Phenom, SAP SuccessFactors, SmartRecruiters, TargetRecruit, Vincere, Workday Recruiting, iCIMS Talent CloudFour alternatives
Aviont\u00e9, JobDiva, TargetRecruit, TempWorksEight alternatives
100Hires, ActivateStaff, Bullhorn, Remote, Rippling, Wolf, Workday VNDLY, WorksuitePerplexity SonarBullhornSalesforce Sales Cloud, iCIMS Talent CloudChangedagainst: LeverBullhornDeelagainst: Bullhornno first choiceagainst: AvaHR, Aviont, Bullhorn, JobDiva, Manatal, Oracle Taleo, Recruit CRM, SmartRecruiters, Workday Recruiting, Zoho Recruit, iCIMS Talent Cloud
Three alternatives
Aviont\u00e9, Deel, JobDivaOne alternative
SmartRecruitersFour alternatives
AkkenCloud, JobDiva, SmartRecruiters, VincereGrok 4.1 FastBullhornagainst: Oracle HCM Cloud, WorkdayBullhornHeldBullhornagainst: Manatal, Zoho RecruitSAP Fieldglassagainst: Avionte, Bullhorn, Pinno first choiceagainst: Aviont, Bullhorn, Fiverr, Freelancer, Kamran Staffing, Real Staffing, TemPositions, Upwork
Three alternatives
Avature, JobDiva, TempWorksTwo alternatives
SmartRecruiters, iCIMS Talent CloudThree alternatives
Aviont\u00e9, Ceipal ATS, JobDivaTwo alternatives
Beeline VMS, Workday VNDLYMistral SmallBullhorn, JobDivaBullhorn, iCIMS Talent CloudChangedBullhornBullhorn, TempWorksno first choiceagainst: Instawork
Three alternatives
Greenhouse, Recruiterflow, Skima AITwo alternatives
Gem ATS, SalesforceFour alternatives
Aviont\u00e9, JobDiva, TempWorks, TenstreetOne alternative
PinDeepSeek V4 FlashBullhornBullhornHeldBullhornBullhornno first choiceagainst: Fiverr, Freelancer.com, Toptal, Upwork
Three alternatives
Aviont\u00e9, Ceipal, JobDivaThree alternatives
Aviont\u00e9, JobDiva, VincereFour alternatives
Aviont\u00e9, Ceipal, JobDiva, VincereThree alternatives
AvaHR, Avionte, VincereLlama 4 MaverickBullhornBullhornHeldJobDivano first choiceHireRightagainst: Bullhorn
Two alternatives
Ceipal, JobDivaTwo alternatives
Pin, spott.ioOne alternative
AviontéFour alternatives
BackgroundChecker.com, Checkr, Pin, SterlingQwen 3.7 FlashBullhornagainst: Greenhouse, LeverGreenhouse, Workday RecruitingChangedBullhorn, JobDivaHapplicant, Reqcoreagainst: Bullhorn, Pinno first choiceagainst: Crossover, Fiverr, Freelancer, Turing, Upwork
Four alternatives
Ashby, JobAdder, Recruit CRM, SmartRecruitersOne alternative
iCIMS Talent CloudTwo alternatives
Aviont\u00e9, RecruiterflowOne alternative
JazzHRKimi K2AviontéiCIMS Talent CloudChangedBullhornDeelagainst: Beeline, Magnit, SAP Fieldglass, Workday VNDLYno first choicenothing named
Two alternatives
Bullhorn, JobDivaThree alternatives
Bullhorn, Greenhouse, Workday RecruitingFive alternatives
Avionté, Crelate, JobDiva, TempWorks, VincereOne alternative
GustoGLM 4.7 FlashXBullhornBullhornHeldBullhornWorksomeno first choiceagainst: CornerStone Staffing Solutions, HumanEdge, JazzHR, TRC Staffing Services, Upwork
Three alternatives
Avionté, Ceipal, JobDivaThree alternatives
Greenhouse, Vincere, Workday RecruitingThree alternatives
Avionté, Ceipal, JobDivaTwo alternatives
Deel, Zoho RecruitMiniMax M2.5Avionté, WorkableLeverTRM, iCIMS Talent CloudChangedBullhornPinagainst: Bullhorn, Ceipalno first choiceagainst: Vincere
One alternative
iCIMS Talent CloudThree alternatives
Bullhorn, Greenhouse, Workday RecruitingFive alternatives
Aviont\u00e9, Ceipal, Loxo, TempWorks, VincereOne alternative
HapplicantGPT-6 LunaSAP FieldglassBullhornChangedagainst: SmartRecruitersBullhornBeelineno first choiceagainst: Instawork, Wonolo
Two alternatives
Beeline, Workday VNDLYTwo alternatives
Avature, Workday RecruitingFour alternatives
Aviont\u00e9, CEIPAL, JobDiva, TempWorksTwo alternatives
SAP Fieldglass, Workday VNDLYMuse Glimmer 30BBullhornBullhornHeldBullhornagainst: Workday RecruitingHapplicant, Pinagainst: Bullhornno first choiceagainst: Andela, Avionte, BairesDev, Bullhorn, Ceipal, Instawork, JobAdder, Lifted [formerly Upwork Enterprise], TempWorks, Toptal, Tracker RMS, Zoho Recruit
Three alternatives
Avionté, JobDiva, VincereFour alternatives
Avature, JobAdder, Zoho Recruit, iCIMS Talent CloudThree alternatives
Aviont, JobDiva, TempWorksThree alternatives
100Hires, JazzHR, ReqcoreBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 21:24 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:34 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:32 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:32 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:25 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:40 | yes | 13 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:24 | yes | 23 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:37 | yes | 8 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:42 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:33 | yes | 20 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:26 | yes | 9 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:32 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:31 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:30 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:34 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:34 | yes | 18 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:31 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:40 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:41 | yes | 13 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:24 | yes | 23 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:42 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:39 | yes | 24 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:32 | yes | 20 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:42 | yes | 19 | 108 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:24 | yes | 2 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:33 | yes | 22 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:41 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:34 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:30 | yes | 28 | 38 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:26 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:37 | yes | 24 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:41 | yes | 16 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:35 | yes | 24 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:36 | yes | 9 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:21 | yes | 18 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:33 | yes | 25 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:26 | yes | 14 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:20 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:24 | yes | 22 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:42 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:20 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:30 | yes | 21 | 39 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:40 | yes | 22 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:36 | yes | 12 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:24 | yes | 20 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:33 | yes | 12 | 59 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:24 | yes | 25 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:29 | yes | 23 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:39 | yes | 20 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:31 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:42 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:39 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:28 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:25 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:32 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:27 | yes | 25 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:21 | yes | 24 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:39 | yes | 10 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:27 | yes | 20 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:26 | yes | 14 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:18 | no | 0 | 6 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:21 | yes | 4 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:39 | yes | 15 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:23 | yes | 35 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:22 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:40 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:20 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:40 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:23 | yes | 14 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:22 | yes | 25 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:36 | yes | 15 | 79 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:42 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:19 | yes | 24 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:26 | yes | 22 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:23 | yes | 2 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:34 | yes | 25 | 28 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
Tracker read as Tracker RMS
iCIMS read as iCIMS Talent Cloud
Unresolved, counted raw
ActivateStaff
Aviont
BackgroundChecker.com
BairesDev
CARV
CE VMS
CEIPAL
Ceipal
Ceipal (formerly Zoho Recruit)
CornerStone Staffing Solutions
Gem ATS
Geometric Results, Inc. (GRI)
HumanEdge
Kamran Staffing
Kforce
Lifted [formerly Upwork Enterprise]
SAP Ariba Supplier Network
Salesforce Sales Cloud
TRC Staffing Services (TRC Talent Solutions)
TemPositions
Tend
Tenstreet
Wolf
Workana
Workday Fieldglass
spott.io
Discontinued, still offered
No shut-down product was recommended here.