Index › HR › Workforce planning and analytics › Contingent workforce man › Small business · September 2026 Edition
Contingent workforce management for small business buyers
Asked as “vendor management system for contingent workers”, and as “freelancer management platform”, 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
31%
Contested · Deel Contractor 12%
31SimpleVMS12Deel Contractor06Bonsai51others
31% 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
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
SimpleVMS vs Conexis VMSSimpleVMS vs WorksomeSimpleVMS vs FiverrSimpleVMS vs VectorVMSWorksuite vs Deel ContractorWorksuite vs TalentDesk.ioWorksuite vs Conexis VMSWorksuite vs WorksomeWorksuite vs FiverrWorksuite vs VectorVMSDeel Contractor vs TalentDesk.ioDeel Contractor vs Conexis VMSDeel Contractor vs WorksomeDeel Contractor vs FiverrDeel Contractor vs VectorVMSTalentDesk.io vs Conexis VMSTalentDesk.io vs WorksomeTalentDesk.io vs FiverrTalentDesk.io vs VectorVMSConexis VMS vs WorksomeConexis VMS vs FiverrConexis VMS vs VectorVMSWorksome vs FiverrWorksome vs VectorVMSFiverr vs VectorVMS
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 →
01D02
03
04
05
06
07B08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01SimpleVMS31%
SimpleVMS31%02Deel Contractor12%
03TalentDesk.io6%
TalentDesk.io6%04Conexis VMS6%
Conexis VMS6%05Upwork6%
Upwork6%06Remote4%
Remote4%07Worksome4%
Worksome4%08Beeline Extended Workforce Platform2%
09SAP Fieldglass2%
SAP Fieldglass2%10Worksuite0%
Worksuite0%11VectorVMS0%
VectorVMS0%12Fiverr0%
Fiverr0%13Magnit0%
Magnit0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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.
SAP Fieldglass83%
34 of 41 labels negative · 11 of 12 models · 17 hard negative
“the standard enterprise Vendor Management Systems (VMS)—like SAP Fieldglass or Verity—are almost certainly too expensive, complex, and bloated for your needs” Qwen 3.7 Flash, scale prompt
Beeline Extended Workforce Platform
71%
27 of 38 labels negative · 10 of 12 models · 14 hard negative
“SAP Fieldglass and Beeline: ... steep implementation costs, complex integrations, and custom quotes that don't scale down economically for small teams” Grok 4.20, negative prompt
Magnit73%
8 of 11 labels negative · 7 of 12 models · 3 hard negative
“Oriented to enterprise direct sourcing and SOW management, which is usually more than a small business needs.” Perplexity Sonar, negative prompt
Freelancer.com100%
7 of 7 labels negative · 6 of 12 models · 3 hard negative
“Small businesses often report receiving numerous low-quality bids, engaging in "race-to-the-bottom" price negotiations” Qwen 3.7 Flash, 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. 1079 links across 285 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · TalentDesk38 answers · 53 citations · 11 models
29 answers · 29 citations · 11 models
vendor site · G227 answers · 53 citations · 10 models
26 answers · 27 citations · 9 models
vendor site · G225 answers · 26 citations · 12 models
20 answers · 35 citations · 8 models
20 answers · 32 citations · 9 models
vendor site · Rippling19 answers · 19 citations · 11 models
vendor site · Connecteam18 answers · 18 citations · 9 models
17 answers · 17 citations · 9 models
13 answers · 20 citations · 7 models
13 answers · 14 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.
29 answers · 11 models
18 answers · 9 models
18 answers · 9 models
18 answers · 11 models
17 answers · 9 models
14 answers · 10 models
14 answers · 9 models
12 answers · 10 models
12 answers · 10 models
12 answers · 8 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 vendor management system for contingent workers”, “contingent workforce platforms”, “vendor management system for contingent workers”. 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 |
|---|---|---|---|---|---|---|---|---|
| SimpleVMS simplevms.com | 31% | 36 | 2,900 | 0 | 3,199 | 0 | 2 | |
| Deel deel.com Deel Contractor 12% | 12% | 59 | 40,500 | 1,210 | 307,175 company | $330,608 | 118 | |
| TalentDesk.io talentdesk.io | 6% | 43 | 20 | 0 | 2,384 | 40 | ||
| Conexis conexisvmssoftware.com Conexis VMS 6% | 6% | 44 | 50 | 0 | 1,153 company | 0 | 2 | |
| Upwork upwork.com | 6% | 143 | 368,000 | 4,878 | 2,719,519 | $456 | 114 | |
| Bonsai | 6% | 74,000 | 27,918 | |||||
| Remote remote.com | 4% | 249 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | |
| Worksome worksome.com | 4% | 58 | 880 | 7 | 1,226 | 24 | ||
| VendorJot vendorjot.com | 4% | 1 | ||||||
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (conexisvmssoftware.com, peoplemanagingpeople.com). The first result for “best vendor management system for contingent workers” is magnitglobal.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 vendor management system for contingent workers for a small B2B company?”Paraphrase“Which freelancer management platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top contingent workforce platforms for a small team and how do they differ?”Budget-constrained“What is the best vendor management system for contingent workers for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a vendor management system for contingent workers. What should we look at?”Negative“Which contingent workforce platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5SimpleVMSagainst: SAP FieldglassUpworkChangedTalentDesk.ioBeeline Extended Workforce Platformagainst: SAP Fieldglassno first choiceagainst: Fiverr, Freelancer.com, PeoplePerHour
One alternative
Conexis VMSTwo alternatives
TalentDesk.io, WorksomeSeven alternatives
Bluecrew, Deel Contractor, Instawork, Remote, Upwork, Worksome, WorksuiteThree alternatives
Conexis VMS, SimpleVMS, VectorVMSGPT-5.4 miniWorksomeagainst: Magnit, SAP FieldglassUpworkChangedDeel Contractor, Remoteagainst: Beeline Extended Workforce Platform, CE VMS, Magnit, SAP Fieldglass, VectorVMSSimpleVMS, Worksomeagainst: SAP Fieldglassno first choiceagainst: Paycom, SourceNow VMS, StaffingNation, YunoJuno, symplr Contingent Talent Management
One alternative
Beeline Extended Workforce PlatformTwo alternatives
Contra, Deel ContractorFour alternatives
Fiverr, Gusto, Justworks, SimpleVMSGemini 3.5 FlashConexis VMSagainst: Beeline Extended Workforce Platform, Magnit, SAP FieldglassDeel ContractorChangedDeel Contractoragainst: Beeline Extended Workforce Platform, SAP FieldglassConexis VMSagainst: Beeline Extended Workforce Platform, Coupa Contingent Workforce, SAP FieldglassDeel Contractor, Remoteagainst: Beeline Extended Workforce Platform, Coupa Contingent Workforce, SAP Fieldglassagainst: Beeline Extended Workforce Platform, Coupa Contingent Workforce, Fiverr, Freelancer.com, Guru, PayPal, SAP Fieldglass, Toptal, Upwork, Wise
Six alternatives
Deel Contractor, Plane, Rippling, SimpleVMS, TalentDesk.io, WorksuiteThree alternatives
Fiverr, Upwork, WorksuiteFive alternatives
Bubty, Gusto, Remote, Rippling, WorksuiteFour alternatives
Deel Contractor, Gusto, SimpleVMS, WorksuiteThree alternatives
Fiverr, Rippling, WorksuitePerplexity SonarTalentDesk.ioagainst: Beeline Extended Workforce Platform, SAP FieldglassTalentDesk.ioHeldTalentDesk.io, WorkMarketagainst: Beeline Extended Workforce Platform, SAP FieldglassSimpleVMSagainst: Beeline Extended Workforce Platform, Precoro, Ramp, SAP Fieldglassno first choiceagainst: Beeline Extended Workforce Platform, Deputy, Magnit, SAP Fieldglass, SimplifyVMS, Workday HCM
One alternative
SimpleVMSSix alternatives
Agiled, Fiverr, Flowlu, Upwork, WorkMotion, WorksomeSeven alternatives
Deel Contractor, Deputy, Instawork, Remote, SimpleVMS, VectorVMS, WorksomeOne alternative
Workday VNDLYGrok 4.20SimpleVMSagainst: Beeline Extended Workforce Platform, SAP FieldglassUpworkChangedagainst: Fiverr, Freelancer.com, ToptalFiverr, Upworkagainst: Beeline Extended Workforce Platform, SAP Fieldglass, VectorVMSSimpleVMSagainst: Beeline Extended Workforce Platform, SAP Fieldglassno first choiceagainst: ADP TotalSource, Beeline Extended Workforce Platform, CXC Global, Employment Hero, Fiverr, Freelancer.com, SAP Fieldglass, Upwork, WorkMarket
Three alternatives
Conexis VMS, SimplifyVMS, VectorVMSOne alternative
TalentDesk.ioTwo alternatives
Deputy, WorksuiteTwo alternatives
AuraVMS, VectorVMSMistral SmallConexis VMS, SimpleVMSDeel Contractor, RemoteChangedWorkMarket, WorksuiteConnecteam, Precoroagainst: Beeline Extended Workforce Platform, SAP Fieldglassno first choicenothing named
Two alternatives
Beeline Extended Workforce Platform, SAP FieldglassTwo alternatives
Hubstaff, UpworkTwo alternatives
Beeline Extended Workforce Platform, VectorVMSOne alternative
QuickBooks OnlineDeepSeek V4 FlashSimpleVMSagainst: Beeline Extended Workforce Platform, SAP FieldglassFiverr WorkspaceChangedagainst: Deel Contractor, RemoteDeel ContractorTalentDesk.ioagainst: Beeline Extended Workforce Platform, Magnit, SAP Fieldglass, Workday VNDLYProcurify, Ripplingagainst: Beeline Extended Workforce Platform, SAP Fieldglassagainst: Fiverr, Freelancer.com, Upwork
One alternative
Conexis VMSTwo alternatives
HoneyBook, TalentDesk.ioFour alternatives
Fiverr, Remote, Upwork, VectorVMSFour alternatives
AuraVMS, Deel Contractor, Remote, TradogramFour alternatives
Crowdstaffing, Magnit, SimplifyVMS, Workday VNDLYLlama 4 MaverickSAP FieldglassDeel ContractorChangedPapaya GlobalField Nationno first choicenothing named
Three alternatives
Beeline Extended Workforce Platform, Magnit, SimpleVMSTwo alternatives
Remote, TalentDesk.ioOne alternative
TalentDesk.ioThree alternatives
Beeline Extended Workforce Platform, SAP Fieldglass, VectorVMSQwen 3.7 FlashSimpleVMSagainst: Beeline Extended Workforce Platform, SAP FieldglassBonsaiChangedTalentDesk.io, Worksuiteagainst: SAP Fieldglass, WorkdayDeel Contractor, VendorJotagainst: Beeline Extended Workforce Platform, SAP Fieldglass, Shortlistno first choiceagainst: SAP Fieldglass, Verityagainst: Beeline Extended Workforce Platform, Bravera / Visier, Freelancer.com, SAP Fieldglass, Worksome
Two alternatives
BountyJobs, Conexis VMSTwo alternatives
Deel Contractor, YunoJunoOne alternative
Field NationTwo alternatives
QuickBooks Online, RampFour alternatives
Acuity, BambooHR, Jobber, ServiceAutopilotKimi K2SimpleVMSagainst: Beeline Extended Workforce Platform, Connecteam, Magnit, SAP Fieldglass, Workday VNDLYBonsaiChangedagainst: Worksome, WorksuiteDeel Contractor, Worksomeagainst: WorksuiteSimpleVMSagainst: Beeline Extended Workforce Platform, Coupa Contingent Workforce, Provade, SAP FieldglassSimpleVMSagainst: Beeline Extended Workforce Platform, SAP Fieldglassagainst: Contingent Workforce Staffing LLC, Fiverr, Freelancer.com, KellyOCG, Real Staffing, Upwork
One alternative
VectorVMSOne alternative
Deel ContractorOne alternative
TalentDesk.ioOne alternative
Conexis VMSGLM 4.7 FlashXSimpleVMSagainst: Beeline Extended Workforce Platform, Magnit, SAP FieldglassBonsaiChangedWorksuiteagainst: WorkMarketSimpleVMSno first choiceagainst: Beeline Extended Workforce Platform, Bullhorn, Employment Hero, Fiverr, Ivalua, TempWorks, Upwork, WorkMarket
Three alternatives
Coupa Contingent Workforce, TalentDesk.io, VectorVMSFour alternatives
Asana, Deel Contractor, Remote, UpworkThree alternatives
Deel Contractor, Remote, UpworkTwo alternatives
Conexis VMS, Transformify HR SuiteMiniMax M2.5SimpleVMSagainst: Beeline Extended Workforce Platform, Magnit, SAP FieldglassDeel Contractor, TimelyChangedWorkMarketSimpleVMS, VendorJotSimplifyVMSagainst: Coupa Contingent Workforce, SAP Fieldglassagainst: CXC Global, SAP Fieldglass, WorkMarket, Worksome
One alternative
Conexis VMSTwo alternatives
TalentDesk.io, UpworkFour alternatives
Deel Contractor, Remote, TalentDesk.io, WorksuiteTwo alternatives
AuraVMS, PrecoroTwo alternatives
Connecteam, RipplingBold 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 20:18 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:35 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:34 | yes | 21 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 20 | 6 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 21:03 | yes | 40 | 22 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:31 | yes | 22 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:27 | yes | 5 | 5 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:01 | yes | 9 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:05 | yes | 23 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:51 | yes | 14 | 67 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:13 | yes | 5 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:00 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:46 | no | 0 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:54 | yes | 17 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:58 | yes | 18 | 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 18:25 | yes | 40 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:24 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:43 | yes | 21 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:12 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:59 | yes | 8 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:22 | yes | 17 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:03 | yes | 19 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:03 | yes | 7 | 36 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:28 | yes | 14 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:39 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 9 | 44 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:33 | yes | 19 | 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 19:02 | yes | 31 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:24 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:52 | yes | 17 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:35 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:45 | yes | 20 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:09 | yes | 21 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:08 | yes | 12 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:23 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:23 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 27 | 48 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:25 | yes | 20 | 7 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 18:31 | yes | 45 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:50 | yes | 9 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:32 | yes | 27 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:11 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:30 | yes | 24 | 69 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:07 | yes | 23 | 50 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:22 | yes | 23 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:10 | yes | 19 | 52 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:14 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:07 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:52 | yes | 21 | 43 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:01 | yes | 20 | 9 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 19:45 | yes | 13 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:35 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:06 | yes | 9 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:15 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:28 | yes | 14 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:03 | yes | 15 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:27 | yes | 5 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:10 | yes | 39 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:17 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:08 | yes | 3 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:44 | yes | 20 | 7 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 19:34 | yes | 25 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:29 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:01 | yes | 20 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:06 | yes | 15 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:31 | yes | 30 | 59 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:44 | yes | 34 | 159 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:11 | yes | 14 | 22 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
Beeline read as Beeline Extended Workforce Platform
Beeline Professional read as Beeline Extended Workforce Platform
Conexis read as Conexis VMS
Coupa read as Coupa Contingent Workforce
Coupa Contingent read as Coupa Contingent Workforce
Deel read as Deel Contractor
TalentDesk read as TalentDesk.io
Unresolved, counted raw
Bravera / Visier
CE VMS
Contingent Workforce Staffing LLC
Crowdstaffing
Fiverr Workspace
Flowlu
ServiceAutopilot
StaffingNation
Transformify HR Suite
Verity
Zapro Spark
Discontinued, still offered
No shut-down product was recommended here.