Index › HR › Workforce planning and analytics › Contingent workforce man › Enterprise · November 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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
36%
Contested · Beeline Extended Workforce Platform 28%
36SAP Fieldglass28Beeline Extended Workforce Platform10Worksuite26others
36% of first choices, contested.
Since October 2026▼−6Since October 2026: 42% → 36%, −6 points. Inside the 13-point floor: within noise.SAP Fieldglass held the lead, −6 points on 42%, 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
SimpleVMS28%Contested↗new leaderNew leader since October 2026: SimpleVMS (28%) replaces VectorVMS (26% then, 0% now), 28 points clear, past the 13-point floor.Standing →Mid-market
Worksome15%Contested↗new leaderNew leader since October 2026: Worksome (15%) replaces VectorVMS (16% then, 11% now), 4 points clear, inside the 13-point floor.Standing →Enterprise
SAP Fieldglass36%Contested▼−6Since October 2026: 42% → 36%, −6 points. Inside the 13-point floor: within noise.This page
SimpleVMS28%Contested↗new leaderNew leader since October 2026: SimpleVMS (28%) replaces VectorVMS (26% then, 0% now), 28 points clear, past the 13-point floor.Standing →Mid-marketWorksome15%Contested↗new leaderNew leader since October 2026: Worksome (15%) replaces VectorVMS (16% then, 11% now), 4 points clear, inside the 13-point floor.Standing →EnterpriseSAP Fieldglass36%Contested▼−6Since October 2026: 42% → 36%, −6 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01SAP Fieldglass36%10%62endorsed leader▼−6Since October 2026: 42% → 36%, −6 points. Inside the 13-point floor: within noise.42% → 36%
SAP Fieldglass36%10%62endorsed leader▼−6Since October 2026: 42% → 36%, −6 points. Inside the 13-point floor: within noise.42% → 36%02Beeline Extended Workforce Platform28%7%58accepted challenger▲+11Since October 2026: 17% → 28%, +11 points. Inside the 13-point floor: within noise.17% → 28%
03
Worksuite10%0%15accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise.7% → 10%
Worksuite10%0%15accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise.7% → 10%04
Workday VNDLY9%3%39accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%
Workday VNDLY9%3%39accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%05Deel Contractor3%29%14criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
06
Upwork3%37%19criticized challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 13-point floor: within noise.3% → 3%
Upwork3%37%19criticized challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 13-point floor: within noise.3% → 3%07
Magnit2%8%38accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
Magnit2%8%38accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%08
SimplifyVMS2%0%20accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
SimplifyVMS2%0%20accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the two products at 0%, ordered by negative rate
10
Fiverr0%42%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Fiverr0%42%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
Coupa Contingent Workforce0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Coupa Contingent Workforce0%15%20accepted 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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Worksome vs WorksuiteWorksome vs Conexis VMSWorksome vs Deel ContractorWorksome vs TalentDesk.ioSimpleVMS vs SimplifyVMSSimpleVMS vs VectorVMSSimpleVMS vs WorksuiteSimpleVMS vs Conexis VMSSimpleVMS vs Deel ContractorSimpleVMS vs TalentDesk.ioSimplifyVMS vs VectorVMSSimplifyVMS vs WorksuiteSimplifyVMS vs Conexis VMSSimplifyVMS vs Deel ContractorSimplifyVMS vs TalentDesk.ioVectorVMS vs WorksuiteVectorVMS vs Conexis VMSVectorVMS vs Deel ContractorVectorVMS vs TalentDesk.ioWorksuite vs Conexis VMSWorksuite vs Deel ContractorWorksuite vs TalentDesk.ioConexis VMS vs Deel ContractorConexis VMS vs TalentDesk.ioDeel Contractor vs TalentDesk.io
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
0304D05
0607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01SAP Fieldglass36%
SAP Fieldglass36%02Beeline Extended Workforce Platform28%
03Worksuite10%
Worksuite10%04Workday VNDLY9%
Workday VNDLY9%05Deel Contractor3%
06Upwork3%
Upwork3%07Magnit2%
Magnit2%08SimplifyVMS2%
SimplifyVMS2%09Coupa Contingent Workforce0%
Coupa Contingent Workforce0%10Fiverr0%
Fiverr0%What they warned about
Zero of fourteen 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, 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.
Fiverr42%
8 of 19 labels negative · 6 of 14 models · 4 hard negative
“Block non-enterprise accounts of consumer marketplaces at the corporate firewall or expense-management level.” Gemini 3.5 Flash, negative prompt
SAP Fieldglass10%
6 of 62 labels negative · 6 of 14 models
“SAP Fieldglass and Beeline are considered credible options for large, global programs, but they carry implementation complexity and cost structures that may price out mid-market buyers.” Llama 4 Maverick, negative prompt
Upwork37%
7 of 19 labels negative · 5 of 14 models · 4 hard negative
“Platforms like Upwork, Fiverr, or TaskRabbit ... enterprises should avoid using these for core business operations” Qwen 3.7 Flash, negative prompt
Beeline Extended Workforce Platform
7%
4 of 58 labels negative · 4 of 14 models
“SAP Fieldglass and Beeline are considered credible options for large, global programs, but they carry implementation complexity and cost structures” Llama 4 Maverick, 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
75 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. 978 links across 267 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 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.
34 answers · 34 citations · 13 models
vendor site · Beeline32 answers · 51 citations · 12 models
vendor site · Workday26 answers · 48 citations · 11 models
24 answers · 24 citations · 11 models
vendor site · Venn23 answers · 26 citations · 12 models
23 answers · 23 citations · 10 models
vendor site · G221 answers · 41 citations · 12 models
vendor site · Worksuite20 answers · 25 citations · 9 models
vendor site · TalentDesk15 answers · 17 citations · 7 models
vendor site · SAP15 answers · 15 citations · 7 models
14 answers · 24 citations · 6 models
vendor site · SAP14 answers · 21 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.
34 answers · 13 models
24 answers · 11 models
22 answers · 11 models
21 answers · 10 models
12 answers · 8 models
11 answers · 7 models
11 answers · 10 models
10 answers · 6 models
9 answers · 7 models
9 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 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 36% | 36% | 141 | 135,000 | 74,309 | ||||
| Beeline Extended Workforce Platform beeline.com | 28% | 127 | 19,910 | $53 | 5 | 4 | ||
| Worksuite worksuite.com | 10% | 67 | 880 | 5 | 8,941 | |||
| Workday parent site Workday VNDLY 9%, Workday VMS 0% | 9% | 76 | 1,220,000 | 23,848 | ||||
| Deel deel.com Deel Contractor 3%, Deel Hire 2% | 5% | 59 | 40,500 | 1,210 | 307,175 company | $330,608 | 118 | |
| Worksome worksome.com | 3% | 58 | 880 | 7 | 1,226 | 24 | ||
| Upwork upwork.com | 3% | 143 | 368,000 | 4,878 | 2,719,519 | $456 | 114 | |
| Magnit magnitglobal.com | 2% | 79 | 9,900 | 827 | 13,893 | 0 | 1 | |
| SimplifyVMS simplifyvms.com | 2% | 51 | 210 | 6 | 995 | 5 | ||
| TalentDesk.io talentdesk.io | 2% | 43 | 20 | 0 | 2,384 | 40 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (peoplemanagingpeople.com, sap.com, venn.com, workday.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 FieldglassWorksuiteChangedMagnitBeeline Extended Workforce Platformno first choiceagainst: Coupa Contingent Workforce, SAP Fieldglass, Workday Contingent Worker
Two alternatives
Magnit, Workday VNDLYTwo alternatives
TalentDesk.io, WorkMarketTwo alternatives
Beeline Extended Workforce Platform, SAP FieldglassTwo alternatives
Magnit Global, SAP FieldglassGPT-5.4 miniBeeline Extended Workforce Platform, SAP FieldglassUpworkChangedBeeline Extended Workforce Platform, SAP FieldglassBeeline Extended Workforce Platformno first choiceagainst: Beeline Extended Workforce Platform, symplr Contingent Talent Management
Two alternatives
Ivalua, ZipTwo alternatives
Deel Contractor, LiftedFour alternatives
Magnit, SimplifyVMS, Workday VNDLY, WorksomeOne alternative
SAP FieldglassGemini 3.5 FlashBeeline Extended Workforce Platform, SAP FieldglassUpworkChangedagainst: FiverrSAP FieldglassBeeline Extended Workforce Platform, Workday VNDLYagainst: SAP Fieldglassno first choiceagainst: Deel Contractor, Fiverr, Freelancer.com, Oyster, Remote, Rippling, Upwork
Three alternatives
Magnit, SimplifyVMS, Workday VNDLYFive alternatives
Beeline Extended Workforce Platform, Deel Contractor, Fiverr, SAP Fieldglass, WorkMarketSix alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Flextrack, Magnit, Upwork, WorksuiteOne alternative
FlextrackFive alternatives
SAP Fieldglass, Shortlist, Utmost, Workday VNDLY, WorksuitePerplexity SonarSAP FieldglassWorksuiteChangedSAP FieldglassWorkday VNDLYno first choiceagainst: Beeline Extended Workforce Platform, Deel Contractor, Magnit, Remote, SAP Fieldglass, Staftr, Ubeya, WorkMarket
Five alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLYFive alternatives
Deel Contractor, Fiverr, Upwork, WorkMarket, WorksomeFive alternatives
Avature VMS, Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, Workday VNDLYThree alternatives
Beeline Extended Workforce Platform, Magnit, SAP FieldglassGrok 4.20SAP FieldglassDeel Contractor, WorksuiteChangedMagnitagainst: Deel Contractor, VennSAP FieldglassSAP Fieldglassagainst: Upworkagainst: Fiverr, IQN elements, SAP Fieldglass, Upwork
Four alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, Workday VNDLYOne alternative
WorkMarketFour alternatives
Beeline Extended Workforce Platform, SAP Fieldglass, SimplifyVMS, UpworkThree alternatives
Beeline Extended Workforce Platform, Magnit, Workday VNDLYFour alternatives
Beeline Extended Workforce Platform, Coupa Contingent Workforce, Magnit, Workday VMSMistral SmallSAP Fieldglass, Workday VNDLYTalentDesk.io, WorksuiteChangedMagnitSAP Fieldglassno first choiceagainst: Arise Virtual Solutions, WorkWhile
One alternative
Beeline Extended Workforce PlatformThree alternatives
Deel Hire, Fiverr, YunoJunoFive alternatives
Beeline Extended Workforce Platform, Fiverr, SAP Fieldglass, SimplifyVMS, UpworkThree alternatives
Magnit, SimplifyVMS, Workday VNDLYDeepSeek V4 FlashBeeline Extended Workforce Platform, SAP FieldglassWorksuiteChangedMagnit, SAP Fieldglassagainst: Avature VMS, Coupa Contingent Workforce, IBM, OracleBeeline Extended Workforce Platformagainst: Magnitno first choiceagainst: Coupa Contingent Workforce, Covendis, Fiverr, Upwork, VectorVMS
Three alternatives
Magnit, SimplifyVMS, Workday VNDLYFour alternatives
Deel Hire, Fiverr, TalentDesk.io, UpworkTwo alternatives
Beeline Extended Workforce Platform, Workday VNDLYTwo alternatives
SAP Fieldglass, Workday VNDLYLlama 4 MaverickBeeline Extended Workforce Platform, SAP Fieldglassno first choiceChangedno first choiceBeeline Extended Workforce Platform, SAP Fieldglass, Workday VNDLYno first choiceagainst: Beeline Extended Workforce Platform, SAP Fieldglass
Qwen 3.7 FlashSAP FieldglassDeel ContractorChangedagainst: Fiverr, UpworkSAP FieldglassWorkday VNDLYno first choiceagainst: Fiverr, TaskRabbit, UKG Pro, Upwork, Verge
Four alternatives
Element Solutions, Oracle HCM Cloud, Verista Workforce Cloud, Workday VMSThree alternatives
Toptal, Upwork, WorksuiteFour alternatives
Beeline Extended Workforce Platform, Magnit, SimplifyVMS, Workday VNDLYThree alternatives
Beeline Extended Workforce Platform, Magnit, SAP FieldglassKimi K2Beeline Extended Workforce PlatformWorksuiteChangedMagnitSimplifyVMSMagnitagainst: DoorDash, Fiverr, Lyft, Uber, Upwork
Three alternatives
Magnit, SAP Fieldglass, Workday VNDLYOne alternative
YunoJunoFour alternatives
Beeline Extended Workforce Platform, SAP Fieldglass, SimplifyVMS, Workday VNDLYFour alternatives
Beeline Extended Workforce Platform, Magnit, SAP Fieldglass, Workday VNDLYFour alternatives
Beeline Extended Workforce Platform, Elevate, SAP Fieldglass, Workday VNDLYGLM 4.7 FlashXBeeline Extended Workforce PlatformSAP FieldglassChangedSAP Fieldglassagainst: RipplingBeeline Extended Workforce Platform, SAP Fieldglassno first choiceagainst: Venn, Workday VNDLY
Two alternatives
SAP Fieldglass, Workday VNDLYThree alternatives
Deel Hire, Upwork for Business, WorkMarketNine alternatives
Beeline Extended Workforce Platform, CXC Global, Coupa Contingent Workforce, Deel HR, Ivalua, Magnit, Nowsta, Workday, WorksuiteOne alternative
Workday VNDLYMiniMax M2.5SAP FieldglassDeel Hire, WorksomeChangedMagnit, SAP Fieldglassagainst: Beeline Extended Workforce PlatformSAP Fieldglassno first choiceagainst: Deel Contractor, Fiverr, Rippling
Three alternatives
Beeline Extended Workforce Platform, Magnit, Workday VNDLYThree alternatives
WorkMarket, Worksuite, YunoJunoFour alternatives
Avature VMS, Coupa Contingent Workforce, SimplifyVMS, Workday VNDLYTwo alternatives
Beeline Extended Workforce Platform, MagnitGPT-6 LunaSAP FieldglassWorksomeChangedno first choiceBeeline Extended Workforce Platformno first choiceagainst: Magnitagainst: SAP Fieldglass
Two alternatives
Beeline Extended Workforce Platform, Workday VNDLYThree alternatives
Beeline Extended Workforce Platform, SAP Fieldglass, WorksuiteFour alternatives
Beeline Extended Workforce Platform, Magnit, SAP Fieldglass, Workday VNDLYTwo alternatives
SAP Fieldglass, Workday VNDLYThree alternatives
Beeline Extended Workforce Platform, SAP Fieldglass, Workday VNDLYMuse Glimmer 30BBeeline Extended Workforce Platform, SAP FieldglassSAP FieldglassChangedMagnit, SAP FieldglassBeeline Extended Workforce Platform, SAP Fieldglassno first choicenothing named
Three alternatives
Coupa Contingent Workforce, Magnit, Workday VNDLYOne alternative
Beeline Extended Workforce PlatformFive alternatives
Beeline Extended Workforce Platform, Ivalua, SimplifyVMS, VectorVMS, Workday VNDLYTwo alternatives
SimpleVMS, Workday VNDLYBold 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 12:44 | yes | 18 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:11 | yes | 2 | 13 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 12:55 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:52 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 9 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:14 | yes | 14 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:15 | yes | 20 | 143 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | yes | 14 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:47 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:15 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 3 | 5 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 12:10 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | yes | 5 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:38 | yes | 18 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:28 | yes | 5 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 19 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 10 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:13 | yes | 5 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:55 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 23 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | yes | 7 | 8 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 12:21 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 38 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:12 | yes | 15 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 23 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 21 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 23 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:54 | yes | 22 | 114 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | yes | 4 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 25 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:41 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 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 10:16 | yes | 9 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:24 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 25 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 24 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | yes | 19 | 128 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 25 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 20 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 5 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:48 | yes | 4 | 42 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 22 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | yes | 27 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:56 | no | 0 | 9 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 12:42 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:31 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 15 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 22 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:13 | yes | 21 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 25 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | no | 0 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 5 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:56 | yes | 23 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | yes | 26 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:41 | yes | 5 | 6 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 12:36 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:44 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 25 | 41 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:41 | yes | 13 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 10 | 84 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 24 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 23 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 24 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 3 | 36 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 25 | 30 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
Avature read as Avature VMS
Beeline read as Beeline Extended Workforce Platform
Beeline Enterprise read as Beeline Extended Workforce Platform
Coupa read as Coupa Contingent Workforce
Deel read as Deel Contractor
Deel (Enterprise) read as Deel Contractor
Deel Contractor Management read as Deel Contractor
Freelancer Enterprise read as Freelancer.com
SAP Fieldglass Contingent Workforce Management read as SAP Fieldglass
TalentDesk read as TalentDesk.io
Workday VNDLY Extended Workforce Management read as Workday VNDLY
Unresolved, counted raw
Avetta Connect
CWS Compass / Guidant
Coupa Services Maestro
Covendis
Element Solutions (formerly Protech/Proven)
Eqip
IC Verify Contractor Classification
IQN elements
Medius / Tipaltix
Netive VMS
PIXID VMS
Pactos
Profectus
Trio Workforce Solutions
Upwork for Business
Verge
Verista Workforce Cloud
Wonolo On-demand Jobs Platform
Workday Contingent Worker
Workday Extended Workforce extensions
Zeel Massage Corporate Wellness
Discontinued, still offered
No shut-down product was recommended here.