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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · Recruit CRM 24%
35Zoho Recruit24Recruit CRM11Manatal31others
35% of first choices, contested.
Since October 2026▼−1Since October 2026: 36% → 35%, −1 point. Inside the 13-point floor: within noise.Zoho Recruit held the lead, −1 point on 36%, 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
Zoho Recruit35%Contested▼−1Since October 2026: 36% → 35%, −1 point. Inside the 13-point floor: within noise.This pageMid-marketZoho Recruit25%Contested▲+3Since October 2026: 22% → 25%, +3 points. Inside the 13-point floor: within noise.Standing →Enterprise
Bullhorn47%Clear leader▲+5Since October 2026: 42% → 47%, +5 points. Inside the 13-point floor: within noise.Standing →
Zoho Recruit35%Contested▼−1Since October 2026: 36% → 35%, −1 point. Inside the 13-point floor: within noise.This pageMid-marketZoho Recruit25%Contested▲+3Since October 2026: 22% → 25%, +3 points. Inside the 13-point floor: within noise.Standing →EnterpriseBullhorn47%Clear leader▲+5Since October 2026: 42% → 47%, +5 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Zoho Recruit35%0%48endorsed leader▼−1Since October 2026: 36% → 35%, −1 point. Inside the 13-point floor: within noise.36% → 35%
Zoho Recruit35%0%48endorsed leader▼−1Since October 2026: 36% → 35%, −1 point. Inside the 13-point floor: within noise.36% → 35%02
Recruit CRM24%9%47accepted challenger▼−2Since October 2026: 26% → 24%, −2 points. Inside the 13-point floor: within noise.26% → 24%
Recruit CRM24%9%47accepted challenger▼−2Since October 2026: 26% → 24%, −2 points. Inside the 13-point floor: within noise.26% → 24%03
Manatal11%3%30accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%
Manatal11%3%30accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%04Bullhorn9%47%43criticized challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 13-point floor: within noise.4% → 9%
Bullhorn9%47%43criticized challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 13-point floor: within noise.4% → 9%05
100Hires4%0%11accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
100Hires4%0%11accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%06
Crelate2%4%28accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Crelate2%4%28accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the five products at 0%, ordered by negative rate
11
Upwork0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Upwork0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Ceipal ATS0%9%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Ceipal ATS0%9%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%07
Recruiterflow0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Recruiterflow0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Loxo0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Loxo0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%08
Tracker RMS0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Tracker RMS0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Zoho Recruit vs JobAdderZoho Recruit vs CrelateZoho Recruit vs RecruiterflowZoho Recruit vs LoxoBullhorn vs Recruit CRMBullhorn vs VincereBullhorn vs JobAdderBullhorn vs CrelateBullhorn vs RecruiterflowBullhorn vs LoxoRecruit CRM vs VincereRecruit CRM vs JobAdderRecruit CRM vs CrelateRecruit CRM vs RecruiterflowRecruit CRM vs LoxoVincere vs JobAdderVincere vs CrelateVincere vs RecruiterflowVincere vs LoxoJobAdder vs CrelateJobAdder vs RecruiterflowJobAdder vs LoxoCrelate vs RecruiterflowCrelate 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Zoho Recruit35%
Zoho Recruit35%02Recruit CRM24%
Recruit CRM24%03Manatal11%
Manatal11%04Bullhorn9%
Bullhorn9%05100Hires4%
100Hires4%06Crelate2%
Crelate2%07Recruiterflow0%
Recruiterflow0%08Tracker RMS0%
Tracker RMS0%09Loxo0%
Loxo0%10Ceipal ATS0%
Ceipal ATS0%11Upwork0%
Upwork0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Bullhorn47%
20 of 43 labels negative · 9 of 14 models · 3 hard negative
“What to avoid for a small B2B company - Bullhorn — the industry default, but designed for mid-to-large agencies” DeepSeek V4 Flash, direct prompt
Robert Half56%
5 of 9 labels negative · 5 of 14 models · 3 hard negative
“Has been described as "one of the worst recruiting agencies" with complaints about being unprofessional, lowballing offers, and ghosting clients” Claude Haiku 4.5, negative prompt
ZipRecruiter100%
5 of 5 labels negative · 5 of 14 models · 2 hard negative
“it draws criticism for expensive plans with short trials, low-quality applicant pools... risky for reliable staffing” Grok 4.20, negative prompt
Upwork50%
5 of 10 labels negative · 5 of 14 models · 1 hard negative
“Upwork has a high volume of complaints regarding account suspensions, withheld funds, and disputes” Mistral Small, negative 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
73 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. 800 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. 15 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
41 answers · 66 citations · 10 models
35 answers · 61 citations · 10 models
vendor site · FirstHR30 answers · 30 citations · 10 models
vendor site · Bullhorn25 answers · 50 citations · 12 models
vendor site · JazzHR20 answers · 20 citations · 9 models
vendor site · G217 answers · 26 citations · 8 models
15 answers · 17 citations · 8 models
13 answers · 15 citations · 7 models
vendor site · Lead Change Group12 answers · 13 citations · 8 models
11 answers · 13 citations · 7 models
11 answers · 11 citations · 7 models
9 answers · 12 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.
29 answers · 10 models
27 answers · 10 models
20 answers · 8 models
20 answers · 9 models
18 answers · 8 models
12 answers · 11 models
10 answers · 7 models
9 answers · 7 models
9 answers · 7 models
8 answers · 6 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 35% | 35% | 312 | 2,900 | 46 | 1,216,894 company | $51,031 | 119 | |
| Recruit CRM recruitcrm.io | 24% | 109 | 2,400 | 149 | 6,950 | 18 | ||
| Manatal manatal.com | 11% | 305 | 2,400 | 267 | 73,150 | 120 | ||
| Bullhorn bullhorn.com | 9% | 180 | 49,500 | 1,451 | 53,403 | $226 | 17 | 4 |
| 100Hires 100hires.com | 4% | 123 | 90 | 2 | 705 | 4 | ||
| Crelate crelate.com | 2% | 65 | 2,400 | 41 | 6,935 | $2,457 | 12 | |
| Top Echelon | 2% | |||||||
| Deel deel.com | 2% | 480 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| JazzHR jazzhr.com | 2% | 141 | 14,800 | 70 | 11,754 | 19 | ||
| RecruitingCRM recruitingcrm.com | 2% | 8 |
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 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 4.5JazzHRBambooHR, HubSpot, WorkableChangedManatalagainst: BullhornManatal, Zoho Recruitagainst: Bullhornno first choiceagainst: Manpower, Robert Half, StaffingMatch
Four alternatives
JobDiva, Manatal, Pin, Zoho RecruitOne alternative
PipedriveFour alternatives
100Hires, Crelate, Recruit CRM, Zoho RecruitThree alternatives
COATS, Recruit CRM, TrackerRMSGPT-5.4 miniRecruit CRMZoho CRM, Zoho RecruitChangedagainst: SalesforceRecruit CRMagainst: Avionté, Ceipal ATS100Hires, Top Echelonno first choiceagainst: Hiring Hub, Randstad Sourceright Freelancer Management System, RealStaffing, ShiftKey
Three alternatives
100Hires, Recruiterflow, Zoho RecruitThree alternatives
HubSpot CRM, Manatal, Recruit CRMFour alternatives
100Hires, Bullhorn, Top Echelon, Zoho RecruitOne alternative
Recruit CRMGemini 3.5 FlashRecruit CRMRecruit CRMHeldagainst: BullhornRecruit CRMagainst: Bullhorn, VincereManatalagainst: Bullhorn, Recruit CRMno first choiceagainst: Adecco, Fiverr, Freelancer.com, Randstad, Robert Half, Upwork
Sixteen alternatives
Crelate, Deel, Fiverr, Liveforce, Loxo, MarketerHire, Mercor, Randstad, Recruiterflow, Rippling, Robert Half, Toptal, Upwork, Wellfound, Zelos, Zoho RecruitFour alternatives
JobAdder, Loxo, Manatal, RecruiterflowFive alternatives
Crelate, Loxo, Manatal, Recruiterflow, Zoho RecruitFive alternatives
CareerATS, Indeed Flex, Jobble, Upwork, Zoho RecruitPerplexity SonarRecruit CRMagainst: BullhornRecruit CRMHeldagainst: BullhornCrelateagainst: Avionté or TempWorks, BullhornZoho Recruitagainst: Bullhorn, Recruit CRMno first choiceagainst: Avionté, Bullhorn, Ceipal, Indeed listings, JobDiva, LinkedIn outreach, TempWorks
One alternative
Zoho RecruitThree alternatives
Loxo, Manatal, RecruiterflowSix alternatives
Ceipal, Manatal, Recruit CRM, Recruiterflow, Tracker RMS, Zoho RecruitOne alternative
ManatalGrok 4.20DeelManatal, Recruit CRMChangedagainst: Breezy HR, Bullhorn, Lever, WorkableCeipal ATS, Zoho Recruitagainst: BullhornZoho Recruitno first choiceagainst: Apex Systems, Ascendion, BaronHR, Beacon Hill Staffing, EasyStaff, Hiring Hub, Indeed, LinkedIn, Millennium Software, Motion Recruitment, Power Consulting Group, Professional Staffing Group, Robert Half, TEKSytems, Upwork, ZipRecruiter, eliassen group
Six alternatives
CloudTask, Gusto, Pearl Talent, Rippling, Robert Half, Wow Remote TeamsThree alternatives
Crelate, Recruiterflow, Zoho RecruitThree alternatives
Crelate, Recruit CRM, Tracker RMSThree alternatives
100Hires, Ceipal ATS, Recruit CRMMistral SmallZoho RecruitRecruit CRM, Zoho RecruitChangedZoho RecruitZoho Recruitno first choiceagainst: Adecco, Greyhound/Onin Staffing, Insight Global, LHH, Labor Ready, Motive, Sortlist, Upwork
Two alternatives
Bullhorn, Recruit CRMOne alternative
BullhornSix alternatives
Bullhorn, Crelate, Loxo, PCRecruiter, Recruit CRM, Tracker RMSFour alternatives
Ceipal ATS, Crelate, Recruit CRM, Tracker RMSDeepSeek V4 Flash100Hires, Zoho Recruitagainst: Aviont / JobDiva, BullhornRecruit CRMChangedagainst: BullhornManatal, Zoho Recruitagainst: Bullhorn, JobDiva, VincereZoho Recruitagainst: Crelate, Recruit CRMBullhornagainst: Manatalagainst: Adecco, Insight Global, LHH, Manpower, Robert Half, Staffmark, ZipRecruiter
Two alternatives
Crelate, Tracker RMSThree alternatives
Crelate, Recruiterflow, Zoho RecruitThree alternatives
Augtal, Crelate, Recruit CRMOne alternative
ManatalFour alternatives
JobDiva, RecruitBPM, Vincere, Zoho RecruitLlama 4 Maverickno first choiceBullhornChangedno first choiceZoho Recruitno first choicenothing named
Two alternatives
Recruit CRM, RecruitlyTwo alternatives
JobAdder, ManatalQwen 3.7 FlashZoho Recruitagainst: BullhornBullhorn, Recruit CRMChangedUpworkZoho Recruitagainst: Bullhorn, Greenhouse, Leverno first choiceagainst: SAP, Workdayagainst: Fiverr, Freelancer.com, Guru.com, JobBot, LazyApply, Teal, Upwork
Three alternatives
Bullhorn, GoHire, HubSpotThree alternatives
Crelate, Manatal, Zoho RecruitFour alternatives
Braintrust, Fiverr, Gun.io, ToptalFour alternatives
Indeed, JobAdder, LinkedIn, ManatalKimi K2Zoho RecruitRecruit CRMChangedagainst: BullhornRecruit CRMRecruitingCRM, Zoho Recruitno first choiceagainst: Fiverr, Indeed, Insight Global, Labor Ready, SOS Staffing / Elwood Staffing, Staffmark, Upwork, ZipRecruiter
Four alternatives
Crelate, Longlist, Recruit CRM, Tracker RMSTwo alternatives
Recruitly, VincereFive alternatives
Bullhorn, Crelate, JazzHR, Manatal, Zoho RecruitOne alternative
Ceipal ATSGLM 4.7 FlashXManatalagainst: Recruit CRMTE RecruitChangedCeipal ATS, Zoho RecruitZoho RecruitRecruit CRMagainst: Indeed, ZipRecruiter
Two alternatives
ATZ CRM, Zoho RecruitThree alternatives
Bullhorn, Recruit CRM, RecruiterflowTen alternatives
100Hires, Aviont, Bullhorn, Crelate, Hubstaff Talent, Instawork, Manatal, Qwick, Toptal, UpworkFour alternatives
Ceipal ATS, LogicSpice Staffing Agency Software, RecruitingCRM, Top EchelonFour alternatives
Ceipal ATS, Crelate, Recruiterflow, Zoho RecruitMiniMax M2.5Recruit CRM, Zoho Recruitagainst: BullhornBullhornChangedZoho RecruitManatalno first choicenothing named
Two alternatives
Ceipal ATS, Top EchelonOne alternative
Recruit CRMFour alternatives
Bullhorn, Connecteam, Crelate, Recruit CRMThree alternatives
JazzHR, Tracker RMS, Zoho RecruitGPT-6 LunaCrelateRecruit CRMChangedCrelate, Recruit CRMZoho Recruitno first choiceagainst: GigSmart, Instawork, Qwick
One alternative
BullhornTwo alternatives
Bullhorn, ManatalThree alternatives
Bullhorn, JobAdder, LoxoOne alternative
BullhornMuse Glimmer 30BZoho RecruitBullhornChangedagainst: HubSpot, SalesforceRecruit CRMagainst: BullhornManatal, Zoho Recruitno first choiceagainst: Adecco, Ascendion, BSL Consulting, Creative Circle, Insight Global, Kelly, LHH, Millenium Software, Motion Recruitment, Motive, Ocelot Consulting, Randstad, Robert Half, Staffmark, Stand 8, TWC, ZipRecruiter, eliassen group
Four alternatives
JobAdder, Recruit CRM, Recruiterflow, Tracker RMSSix alternatives
JobAdder, Loxo, Manatal, Recruit CRM, Vincere, Zoho RecruitSix alternatives
100Hires, Crelate, HireGen, Manatal, Recruiterflow, Zoho RecruitFour alternatives
Ceipal ATS, Crelate, Recruit CRM, Tracker RMSBold 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 09:52 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:47 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:29 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 15 | 40 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:45 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 21 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:58 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:59 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 25 | 281 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 7 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:34 | yes | 2 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:51 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | no | 0 | 4 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 10:20 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 9 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:35 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:39 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:28 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 10 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:00 | yes | 15 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 24 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 13 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:16 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 6 | 9 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 10:07 | yes | 10 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:00 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 8 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:28 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 24 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 20 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:44 | yes | 14 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | yes | 9 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:23 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:06 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:02 | yes | 1 | 5 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 09:44 | yes | 6 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 46 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:04 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:19 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:48 | yes | 5 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 13 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 5 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:15 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:32 | 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 09:07 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:03 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 30 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:02 | yes | 20 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:27 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:45 | yes | 14 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 24 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | yes | 10 | 44 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:08 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:44 | yes | 5 | 5 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 11:07 | yes | 8 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:01 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 10 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:14 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | yes | 15 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 23 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 3 | 31 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:43 | yes | 15 | 24 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
CEIPAL read as Ceipal
Ceipal read as Ceipal
Tracker read as Tracker RMS
Unresolved, counted raw
Aviont
Aviont / JobDiva
Aviont / TempWorks / Ceipal
Avionté or TempWorks
BSL Consulting
BambooHR Hiring
COATS
CareerATS
Creative Circle
EasyStaff
Fiverr Workspace
GigPro
GigSmart W-2
Greyhound/Onin Staffing
HireGen
Indeed Hire
Indeed listings
JobBot
Jobble
Kelly
LazyApply
LinkedIn outreach
LogicSpice Staffing Agency Software
Millenium Software
Millennium Software
Ocelot Consulting
OutsourceX Services
Power Consulting Group
Randstad Sourceright Freelancer Management System
RealStaffing
RecruiterPM
SOS Staffing / Elwood Staffing
Shiftgig
Sortlist
StaffMyAgency
StaffingMatch
Stand 8
TE Recruit (by Top Echelon)
TEKSytems (Allegis Group)
TWC
Teal
Top Echelon TE Recruit
TrackerRMS
Unnanu Hire
Veryable W-2
Discontinued, still offered
No shut-down product was recommended here.