Index › HR › Workforce planning and analytics › Contingent workforce man › Enterprise · September 2026 Edition
Contingent workforce management for enterprise buyers
Asked as “vendor management system for contingent workers”, and as “freelancer management platform”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
39%
Contested · Beeline Extended Workforce Platform 18%
39SAP Fieldglass18Beeline Extended Workforce Platform07WorkMarket36others
39% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01B02
03
04
05
06
07
08
09D10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01SAP Fieldglass39%
SAP Fieldglass39%02Beeline Extended Workforce Platform18%
03Workday VNDLY7%
Workday VNDLY7%04Worksuite7%
Worksuite7%05WorkMarket7%
WorkMarket7%06Upwork5%
Upwork5%07SimplifyVMS4%
SimplifyVMS4%08Magnit2%
Magnit2%09TalentDesk.io2%
TalentDesk.io2%10Deel Contractor2%
11Fiverr2%
Fiverr2%12Coupa Contingent Workforce0%
Coupa Contingent Workforce0%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Beeline Extended Workforce Platform
14%
6 of 42 labels negative · 6 of 12 models · 1 hard negative
“If non-global or Workday-native, avoid SAP/Beeline-heavy options” Grok 4.20, negative prompt
SAP Fieldglass17%
8 of 48 labels negative · 6 of 12 models · 1 hard negative
“Best for SAP-centric ecosystems; avoid if you prioritize speed-to-value or mid-market agility.” Grok 4.20, negative prompt
Upwork24%
5 of 21 labels negative · 5 of 12 models · 1 hard negative
“Platforms to Avoid Entirely for Enterprise Use ... Upwork, Fiverr, Toptal (for core enterprise workforce needs)” Kimi K2, negative prompt
Fiverr31%
4 of 13 labels negative · 4 of 12 models · 2 hard negative
“Fiverr especially is built for quick fixed-price gigs with heavy IP transfer and security gaps.” DeepSeek V4 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
68 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. 1073 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · TalentDesk45 answers · 62 citations · 11 models
38 answers · 38 citations · 11 models
31 answers · 31 citations · 9 models
25 answers · 50 citations · 10 models
24 answers · 27 citations · 9 models
vendor site · G223 answers · 41 citations · 9 models
20 answers · 42 citations · 6 models
vendor site · Beeline19 answers · 37 citations · 8 models
18 answers · 32 citations · 7 models
16 answers · 27 citations · 11 models
16 answers · 22 citations · 7 models
15 answers · 17 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.
38 answers · 11 models
31 answers · 9 models
26 answers · 11 models
23 answers · 9 models
22 answers · 10 models
13 answers · 8 models
12 answers · 8 models
11 answers · 11 models
11 answers · 6 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| SAP parent site SAP Fieldglass 39% | 39% | 141 | 135,000 | 74,309 | ||||
| Beeline Extended Workforce Platform beeline.com | 18% | 127 | 19,910 | $53 | 5 | 4 | ||
| Workday parent site Workday VNDLY 7% | 7% | 76 | 1,220,000 | 23,848 | ||||
| Worksuite worksuite.com | 7% | 67 | 880 | 5 | 8,941 | |||
| WorkMarket workmarket.com | 7% | 17 | 12,100 | 154 | 11,877 | |||
| Upwork upwork.com | 5% | 143 | 368,000 | 4,878 | 2,719,519 | $456 | 114 | |
| SimplifyVMS simplifyvms.com | 4% | 51 | 210 | 6 | 995 | 5 | ||
| Magnit magnitglobal.com | 2% | 79 | 9,900 | 827 | 13,893 | 0 | 1 | |
| TalentDesk.io talentdesk.io | 2% | 43 | 20 | 0 | 2,384 | 40 | ||
| Deel deel.com Deel Contractor 2% | 2% | 59 | 40,500 | 1,210 | 307,175 company | $330,608 | 118 |
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 an enterprise B2B company?”Paraphrase“Which freelancer management platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade contingent workforce platforms and how do they differ?”Budget-constrained“What is the best vendor management system for contingent workers 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 vendor management system for contingent workers. What should we look at?”Negative“Which contingent workforce platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Beeline Extended Workforce Platform, SAP FieldglassGuru, UpworkChangedno first choiceSAP Fieldglassagainst: Beeline Extended Workforce Platformno first choicenothing named
Two alternatives
TalentDesk.io, Workday VNDLYTwo alternatives
Fiverr, PeoplePerHourSix alternatives
Beeline Extended Workforce Platform, Deel Contractor, Remote, SAP Fieldglass, Worksome, WorksuiteTwo alternatives
Magnit, Workday VNDLYGPT-5.4 miniSAP FieldglassWorksomeChangedBeeline Extended Workforce Platform, SAP FieldglassSAP Fieldglassagainst: symplr Contingent Talent Managementno first choiceagainst: Beeline Extended Workforce Platform, Legion Workforce Management Platform
Two alternatives
Beeline Extended Workforce Platform, Workday VNDLYFive alternatives
Deel Contractor, Fiverr, Lifted, Upwork, YunoJunoFour alternatives
Ivalua, Workday VNDLY, Worksuite, YunoJunoTwo alternatives
Beeline Extended Workforce Platform, MagnitGemini 3.5 FlashBeeline Extended Workforce Platform, SAP Fieldglass, Workday VNDLYUpwork, WorksuiteChangedBeeline Extended Workforce Platform, SAP FieldglassWorkday VNDLYagainst: Beeline Extended Workforce Platform, SAP Fieldglassno first choiceagainst: Fiverr, Freelancer.com, Upwork
Two alternatives
Magnit, SimplifyVMSThree alternatives
Deel HR, Fiverr, WorkMarketFour alternatives
Magnit, Workday VNDLY, Worksome, WorksuiteThree alternatives
Conexis VMS, VectorVMS, WorksomePerplexity SonarSAP Fieldglassagainst: TalentDesk.ioWorkMarketChangedSAP FieldglassSAP Fieldglassagainst: Magnit, SimplifyVMSno first choiceagainst: SimpleVMS, VectorVMS
Three alternatives
Beeline Extended Workforce Platform, Magnit, Workday VNDLYFour alternatives
TalentDesk.io, Upwork, Worksome, WorksuiteFive alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLYTwo alternatives
Beeline Extended Workforce Platform, Workday VNDLYGrok 4.20SAP FieldglassWorkMarketChangedno first choiceagainst: UpworkBeeline Extended Workforce Platform, SAP FieldglassBeeline Extended Workforce Platform, SAP Fieldglassagainst: Beeline Extended Workforce Platform, Matrix Workforce, SAP Fieldglass, Workday VNDLY, Worksome
Three alternatives
Beeline Extended Workforce Platform, Magnit, SimplifyVMSThree alternatives
Fiverr, Upwork, WorksuiteSix alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, SAP Fieldglass, SimplifyVMS, Workday VNDLYOne alternative
Workday VNDLYTwo alternatives
Coupa Contingent Workforce, UpworkMistral SmallSAP FieldglassWorksuiteChangedSAP FieldglassSAP Fieldglass, Workday VNDLYagainst: Magnit, SimplifyVMSno first choicenothing named
Four alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, TalentDesk.ioThree alternatives
Fiverr, Upwork, WorkMarketFive alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Flextrack, TalentDesk.io, UpworkDeepSeek V4 FlashBeeline Extended Workforce Platform, SAP FieldglassUpworkChangedBeeline Extended Workforce Platform, SAP FieldglassBeeline Extended Workforce Platformno first choiceagainst: Fiverr, Paidwork, Toptal, Upwork
Three alternatives
Coupa Contingent Workforce, Magnit, Workday VNDLYFour alternatives
Deel Contractor, Fiverr, Papaya Global, WorkMarketFour alternatives
Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLYOne alternative
SAP FieldglassLlama 4 MaverickSAP FieldglassWorkMarket, WorksuiteChangedno first choiceSAP Fieldglassno first choiceagainst: Beeline Extended Workforce Platform, SAP Fieldglass
Three alternatives
Magnit, SimplifyVMS, Workday VNDLYQwen 3.7 FlashSAP FieldglassWorkMarketChangedSAP FieldglassSAP Fieldglassno first choiceagainst: BambooHR, Gusto, Rippling, SAP Fieldglass
Two alternatives
Magnit, Workday VNDLYThree alternatives
Deel Contractor, Multiplier, UpworkFour alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, WorkMarketTwo alternatives
SimpleVMS, Workday VNDLYKimi K2SAP FieldglassYunoJunoChangedBeeline Extended Workforce Platform, SAP FieldglassBeeline Extended Workforce Platformagainst: SAP FieldglassBeeline Extended Workforce Platform, SimplifyVMSagainst: SAP Fieldglassagainst: Beeline Extended Workforce Platform, CXC Global, Deel Contractor, Fiverr, Gusto, KellyOCG, Papaya Global, SAP Fieldglass, Toptal, Upwork
Three alternatives
Beeline Extended Workforce Platform, Magnit, Workday VNDLYTwo alternatives
TalentDesk.io, WorksomeTwo alternatives
Magnit, Workday VNDLYOne alternative
Workday VNDLYOne alternative
MagnitGLM 4.7 FlashXSAP Fieldglassagainst: Deel Contractor, RemoteDeel ContractorChangedSAP FieldglassBeeline Extended Workforce Platformagainst: SAP Fieldglassno first choicenothing named
Four alternatives
Beeline Extended Workforce Platform, Magnit, SimplifyVMS, Workday VNDLYSix alternatives
Fiverr, Remote, SAP Fieldglass, Upwork, WorkMarket, WorksuiteThree alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, WorkMarketThree alternatives
Magnit, SimplifyVMS, TalentDesk.ioMiniMax M2.5SAP Fieldglass, SimplifyVMSFiverr, TalentDesk.io, WorksuiteChangedBeeline Extended Workforce Platform, SAP FieldglassBeeline Extended Workforce Platform, SAP FieldglassMagnit, SAP Fieldglass, Workday VNDLYagainst: Fiverr, Upwork, Worksome
Three alternatives
Magnit, TalentDesk.io, Workday VNDLYTwo alternatives
Upwork, WorkdayFour alternatives
Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLYTwo alternatives
VectorVMS, Workday VNDLYOne alternative
ProlegionBold 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 19:24 | yes | 18 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:59 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:27 | yes | 21 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:28 | yes | 20 | 9 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 21:44 | yes | 30 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:42 | yes | 6 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:02 | yes | 14 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:45 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:43 | yes | 17 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:06 | yes | 10 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:50 | yes | 14 | 135 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:18 | yes | 5 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:38 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:12 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:34 | yes | 16 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:15 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:29 | yes | 38 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:36 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:03 | yes | 21 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:02 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:44 | yes | 16 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:09 | yes | 13 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:11 | yes | 13 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:02 | yes | 5 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:10 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:27 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:33 | yes | 12 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:49 | yes | 20 | 12 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 18:26 | yes | 17 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:12 | yes | 12 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:39 | yes | 27 | 77 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:36 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:47 | yes | 24 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:52 | yes | 27 | 59 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:50 | yes | 10 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:34 | yes | 17 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:05 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:58 | yes | 20 | 43 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:19 | yes | 20 | 10 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 18:12 | yes | 26 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:57 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:09 | yes | 17 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:15 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | yes | 10 | 48 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:35 | yes | 19 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:57 | yes | 25 | 106 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:01 | yes | 18 | 56 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:32 | yes | 25 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:38 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:23 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:30 | yes | 20 | 13 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:42 | yes | 12 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:54 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:49 | yes | 30 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:11 | no | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:33 | yes | 22 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:12 | yes | 24 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:44 | yes | 15 | 38 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:16 | yes | 26 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:53 | yes | 7 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:06 | yes | 19 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:59 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:46 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:40 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:40 | yes | 28 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:40 | yes | 14 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:31 | yes | 29 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:30 | yes | 27 | 90 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:42 | yes | 22 | 52 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 (Enterprise) read as Beeline Extended Workforce Platform
Beeline (formerly Procom) read as Beeline Extended Workforce Platform
Beeline Enterprise read as Beeline Extended Workforce Platform
Conexis read as Conexis VMS
Coupa read as Coupa Contingent Workforce
Coupa (Contingent Workforce) read as Coupa Contingent Workforce
Deel read as Deel Contractor
TalentDesk read as TalentDesk.io
symplr read as symplr Contingent Talent Management
Unresolved, counted raw
Legion Workforce Management Platform
Paidwork
Prolegion
Spectraforce
Vevor
Discontinued, still offered
No shut-down product was recommended here.