Staffing agency platforms for small business buyers
Asked as “staffing agency platform”, and as “recruitment agency ATS and CRM”, on behalf of a small B2B company. 50 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
36%
Contested · Recruit CRM 26%
36Zoho Recruit26Recruit CRM14Manatal24others
36% 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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Zoho Recruit36%
Zoho Recruit36%02Recruit CRM26%
Recruit CRM26%03Manatal14%
Manatal14%04Bullhorn4%
Bullhorn4%05100Hires2%
100Hires2%06Crelate2%
Crelate2%07Loxo2%
Loxo2%08Recruiterflow0%
Recruiterflow0%09JazzHR0%
JazzHR0%10Upwork0%
Upwork0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Bullhorn66%
25 of 38 labels negative · 12 of 14 models · 6 hard negative
“Staffing agency-specific platforms (like Bullhorn, CBREX, Recruit CRM, Recruitly, Exelare) — These are built for recruiting agencies” MiniMax M2.5, negative prompt
Instawork57%
4 of 7 labels negative · 4 of 14 models · 2 hard negative
“Be highly cautious about using on-demand gig staffing apps for anything beyond occasional, truly independent contracting work.” DeepSeek V4 Flash, negative prompt
Aviont\u00e9
100%
4 of 4 labels negative · 4 of 14 models · 1 hard negative
“overwhelming for small operations, with complaints about clunky interfaces, high costs ... Not SMB-friendly.” Grok 4.1 Fast, negative prompt
Robert Half100%
4 of 4 labels negative · 4 of 14 models · 1 hard negative
“call out 25\u201350% markup fees on salaries, mediocre candidate quality, high turnover, and rigid contracts” Grok 4.1 Fast, 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
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. 948 links across 245 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 · FirstHR46 answers · 53 citations · 11 models
vendor site · JazzHR35 answers · 38 citations · 12 models
35 answers · 35 citations · 12 models
32 answers · 43 citations · 11 models
vendor site · Pin31 answers · 46 citations · 10 models
vendor site · Assembly29 answers · 29 citations · 10 models
28 answers · 34 citations · 9 models
vendor site · Metaview22 answers · 27 citations · 12 models
vendor site · Bullhorn20 answers · 28 citations · 10 models
vendor site · G220 answers · 26 citations · 10 models
16 answers · 21 citations · 8 models
vendor site · Larksuite15 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
45 answers · 11 models
35 answers · 12 models
31 answers · 11 models
29 answers · 10 models
25 answers · 8 models
17 answers · 8 models
16 answers · 8 models
15 answers · 7 models
15 answers · 9 models
12 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 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 |
|---|---|---|---|---|---|---|---|---|
| Zoho zoho.com Zoho Recruit 36% | 36% | 322 | 2,900 | 46 | 1,216,894 company | $51,031 | 119 | |
| Recruit CRM recruitcrm.io | 26% | 113 | 2,400 | 149 | 6,950 | 18 | ||
| Manatal manatal.com | 14% | 294 | 2,400 | 267 | 73,150 | 120 | ||
| Bullhorn bullhorn.com | 4% | 201 | 49,500 | 1,451 | 53,403 | $226 | 17 | 4 |
| 100Hires 100hires.com | 2% | 74 | 90 | 2 | 705 | 4 | ||
| Crelate crelate.com | 2% | 29 | 2,400 | 41 | 6,935 | $2,457 | 12 | |
| Loxo loxo.co | 2% | 103 | 5,400 | 107 | 5,248 | 23 | ||
| Pin pin.com | 2% | 199 | 368,000 | 243,385 | 24,375 | 28 | ||
| Ceipal ceipal.com Ceipal ATS 2% | 2% | 13 | 3,600 | 52 | 3,809 company | $527 | 1 | |
| Clutch.co | 2% |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (bullhorn.com, peoplemanagingpeople.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 a small B2B company?”Paraphrase“Which recruitment agency ATS and CRM would you recommend to a small business that sells to other businesses?”Comparative“What are the top staffing agency platforms for a small team and how do they differ?”Budget-constrained“What is the best staffing agency platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a staffing agency platform. What should we look at?”Negative“Which staffing agency platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Manatalagainst: BullhornRecruitCRMChangedRecruit CRMagainst: BullhornZoho Recruitno first choicenothing named
Five alternatives
100Hires, Crelate, Recruit CRM, Recruiterflow, Zoho RecruitFour alternatives
Loxo, Manatal, Recruiterflow, Zoho RecruitThree alternatives
Assembly, Manatal, Zoho RecruitFour alternatives
100Hires, Ceipal ATS, Manatal, Recruit CRMGPT-5.4 miniBullhornRecruit CRMChangedZoho Recruitagainst: Aviont\u00e9, Bullhorn100Hires, Zoho Recruitno first choicenothing named
Two alternatives
JobAdder, Zoho RecruitFour alternatives
100Hires, Ceipal ATS, TE Recruit / Top Echelon, Zoho RecruitThree alternatives
Crelate, Recruit CRM, RecruiterflowTwo alternatives
Ceipal ATS, Recruit CRMGemini 3.5 FlashRecruit CRMRecruit CRMHeldagainst: Bullhorn, Greenhouse, JazzHR, Lever, WorkableRecruit CRMagainst: Aviont\u00e9, BullhornInstawork, Upshiftno first choiceagainst: Adecco, Fiverr, Gigster, Instawork, Randstad, Robert Half, Toptal, Upwork, Wonolo
Eight alternatives
Breezy HR, Dover, JazzHR, Loxo, Recruiterflow, Toptal, Upwork, Zoho RecruitThree alternatives
Loxo, Manatal, RecruiterflowSeven alternatives
Instawork, Recruiterflow, Toptal, Upwork, Wonolo, Zelos, Zoho RecruitThree alternatives
Upwork, Wing Assistant, Zoho RecruitPerplexity SonarZoho RecruitSalesflare, Zoho RecruitChangedZoho Recruitagainst: Bullhorn Start UpZoho Recruitagainst: Bullhornno first choiceagainst: Bullhorn, CBREX, Exelare, Recruit CRM, Recruitly
One alternative
ManatalTwo alternatives
Recruit CRM, SalesmateThree alternatives
AvaHR, Recruit CRM, RecruiterflowTwo alternatives
Manatal, Recruit CRMGrok 4.1 FastClutch.coRecruit CRMChangedInstawork, Zoho RecruitZoho Recruitagainst: Bullhorn, Ceipal, JazzHRZoho Recruitagainst: Bullhornagainst: Aviont\u00e9, Bullhorn, Fiverr, Indeed, JobDiva, Kelly Services, ManpowerGroup, Robert Half, Upwork, ZipRecruiter
Four alternatives
Indeed, LinkedIn, Upwork, ZipRecruiterTwo alternatives
Recruiterflow, Zoho RecruitSix alternatives
100Hires, GigSmart, Indeed Flex, Manatal, Shiftsmart, WonoloTwo alternatives
100Hires, ManatalFour alternatives
Assembly, Ceipal, JazzHR, Recruit CRMMistral SmallZoho RecruitBullhorn, LoxoChangedZoho RecruitZoho Recruitagainst: Bullhornno first choiceagainst: Avionte, Bullhorn, Ceipal, JobAdder, TempWorks, Upwork
Two alternatives
Pin, Recruit CRMTwo alternatives
100Hires, Recruit CRMFour alternatives
Assembly, Manatal, Recruit CRM, RecruiterflowTwo alternatives
Manatal, Tracker RMSDeepSeek V4 FlashManatalRecruit CRMChangedagainst: Bullhorn, LeverManatalZoho Recruitno first choiceagainst: Bullhornagainst: HireQuest Direct, Instawork, Qwick, ZipRecruiter
Three alternatives
JazzHR, Recruiterflow, Zoho RecruitTwo alternatives
JobAdder, ManatalFive alternatives
Crelate, JazzHR, Recruit CRM, Recruiterflow, Zoho RecruitThree alternatives
100Hires, ApplicantStack, ManatalLlama 4 MaverickRecruit CRMRecruit CRMHeldRecruit CRMagainst: BullhornRecruit CRMno first choiceagainst: StaffedUp
Two alternatives
Pin, Zoho RecruitOne alternative
Nimble CRMOne alternative
Zoho RecruitTwo alternatives
Tracker RMS, Zoho RecruitQwen 3.7 FlashManatalagainst: BullhornRecruit CRMChangedagainst: Bullhorn, SalesforceRecruiterflowagainst: Aviont\u00e9Manatal, Zoho Recruitno first choicenothing named
Two alternatives
Teamtailor, Zoho RecruitTwo alternatives
Pin, Zoho RecruitTwo alternatives
Manatal, Zoho RecruitKimi K2Recruit CRMRecruit CRMHeldagainst: BambooHR, WorkableManatal, Zoho Recruitagainst: CeipalZoho Recruitno first choiceagainst: Aerotek, Indeed Flex, Instawork, Kelly Services, Robert Half
Four alternatives
Bullhorn, Crelate, Manatal, Zoho RecruitTwo alternatives
Manatal, Zoho RecruitFour alternatives
Crelate, JazzHR, Recruit CRM, RecruiterflowFour alternatives
100Hires, ApplicantStack, JazzHR, ManatalGLM 4.7 FlashXZoho Recruitagainst: BullhornRecruit CRMChangedagainst: LeverUpworkZoho Recruitno first choiceagainst: CBREX, Exelare, Recruit CRM, Recruitly
Three alternatives
Crelate, Manatal, Recruit CRMThree alternatives
JazzHR, Manatal, Zoho RecruitSix alternatives
Fiverr, Guru, Handshake, LinkedIn ProFinder, PeoplePerHour, ToptalFour alternatives
100Hires, ApplicantStack, Breezy HR, JazzHRMiniMax M2.5Pin, Zoho Recruitagainst: BullhornZoho RecruitChangedagainst: BullhornManatal, Zoho RecruitManatal, Zoho Recruitagainst: Bullhornno first choiceagainst: Bullhorn, CBREX, Exelare, HireOne Staffing, HireQuest Direct, Oracle Taleo, Real Staffing, Recruit CRM, Recruitly, SAP SuccessFactors, Workday, ZipRecruiter
Two alternatives
JazzHR, Recruit CRMThree alternatives
Loxo, Recruit CRM, WorkableThree alternatives
Bullhorn, Recruit CRM, TempWorksOne alternative
PinGPT-6 LunaCrelateManatalChangedCrelate, JobAdder, Recruit CRMManatalno first choiceagainst: Instawork, Wonolo, WorkWhile
Two alternatives
Bullhorn, Zoho RecruitTwo alternatives
Bullhorn, Recruit CRMTwo alternatives
Aviontë, BullhornOne alternative
Recruit CRMMuse Glimmer 30BCeipal ATSagainst: BullhornRecruit CRMChangedZoho Recruitagainst: BullhornZoho Recruitno first choiceagainst: Avionte, Bullhorn, Ceipal, JobAdder, Kelly Services, Robert Half, TempWorks, Workable
Three alternatives
Manatal, Recruiterflow, Zoho RecruitTwo alternatives
Manatal, Zoho RecruitFive alternatives
100Hires, JobAdder, JobDiva, Recruit CRM, RecruiterflowTwo alternatives
Manatal, Recruit CRMBold 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 21:33 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:26 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:21 | yes | 9 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:39 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:28 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:37 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:24 | yes | 23 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:31 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:19 | no | 0 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:24 | yes | 17 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:19 | yes | 13 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:40 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:20 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:20 | yes | 24 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:24 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:21 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:39 | yes | 6 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:22 | yes | 22 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:34 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:41 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:32 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:33 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:21 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:35 | yes | 12 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:18 | yes | 20 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:33 | yes | 18 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:34 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:19 | yes | 23 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:18 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:24 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:33 | yes | 19 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:29 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:29 | yes | 22 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:23 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:30 | yes | 20 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:38 | yes | 8 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:25 | yes | 19 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:29 | no | 0 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:22 | yes | 9 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:41 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:24 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:36 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:27 | yes | 7 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:26 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:32 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:40 | yes | 24 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:37 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:18 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:36 | yes | 10 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:29 | yes | 7 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:29 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:39 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:22 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:33 | yes | 3 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:25 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:39 | yes | 10 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:25 | yes | 18 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:36 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:21 | yes | 5 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:30 | yes | 14 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:40 | yes | 10 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:22 | no | 0 | 6 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:41 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:26 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:38 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:26 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:19 | yes | 16 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:30 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:32 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:37 | yes | 13 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:38 | yes | 24 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:25 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:30 | yes | 10 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:37 | yes | 25 | 19 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:22 | yes | 20 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:39 | yes | 24 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:20 | yes | 3 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:31 | yes | 14 | 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.
ShowHide
Category-scoped readings
Tracker read as Tracker RMS
Unresolved, counted raw
Aviont
Aviontë
Bullhorn Start Up
CEIPAL
Ceipal
ClearlyRated
Clutch.co
Culinary Agents
HireOne Staffing
Nimble CRM
Offerday
Problogger
Salesflare
Salesmate
ShiftPixy
Spott
StaffedUp
StaffingCompanies.com
TE Recruit / Top Echelon
Wing Assistant
Discontinued, still offered
No shut-down product was recommended here.