Index › 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

SAP Fieldglass

Contested

39% of first choices, contested.

ShowinginAll 50 categories →

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

SimpleVMS31%ContestedStanding →Mid-market

SimpleVMS35%ContestedStanding →Enterprise

SAP Fieldglass39%ContestedThis page

01The 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

SAP Fieldglass17%48endorsed leader

Beeline14%42accepted challenger

Workday VNDLY3%34accepted challenger

Worksuite0%11accepted challenger

WorkMarket0%10accepted challenger

Upwork25%20criticized challenger

SimplifyVMS11%18accepted challenger

Magnit6%31accepted challenger

TalentDesk.io10%10accepted challenger

Deel20%10accepted challenger

Fiverr31%13criticized challenger

Show the one product at 0%, ordered by negative rate

Coupa Contingent Workforce0%14accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

SimpleVMS vs Worksuite SimpleVMS vs Deel Worksuite vs Deel

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative50%

Key

SAP Fieldglass39%

Beeline18%

Workday VNDLY7%

Worksuite7%

WorkMarket7%

Upwork5%

SimplifyVMS4%

Magnit2%

TalentDesk.io2%

Deel2%

Fiverr2%

Coupa Contingent Workforce0%

02What 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 4.1 Fast, 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

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 4.1 Fast, negative prompt

SAP Fieldglass

17%

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 4.1 Fast, negative prompt

Upwork

25%

5 of 20 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

Fiverr

31%

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

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 976 links across 248 sites, every framing counted. Ranked by the number of answers carrying the site or page.

talentdesk.io

vendor site · TalentDesk41 answers · 58 citations · 10 models

hrtechsaas.com

vendor site · HRTechSaaS35 answers · 35 citations · 10 models

bestrecruitingtools.com

31 answers · 31 citations · 9 models

worldmetrics.org

25 answers · 50 citations · 10 models

aihratlas.com

24 answers · 27 citations · 9 models

g2.com

22 answers · 40 citations · 8 models

rfp.wiki

18 answers · 38 citations · 5 models

gitnux.org

16 answers · 22 citations · 7 models

beeline.com

vendor site · Beeline15 answers · 33 citations · 7 models

conexisvmssoftware.com

15 answers · 26 citations · 6 models

go-lifted.com

14 answers · 25 citations · 10 models

learn.g2.com

13 answers · 13 citations · 11 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.

hrtechsaas.com/blog/best-vendor-management-system-contingent-workforce

35 answers · 10 models

bestrecruitingtools.com/blog/vendor-management-system-vms-software-enterpri…

31 answers · 9 models

talentdesk.io/blog/best-vendor-management-systems

24 answers · 10 models

aihratlas.com/categories/contingent-workforce-management

23 answers · 9 models

talentdesk.io/blog/best-contingent-workforce-management-software

22 answers · 10 models

worldmetrics.org/best/contingent-worker-software

12 answers · 8 models

peoplemanagingpeople.com/tools/best-contingent-workforce-management-software

11 answers · 7 models

stackbriefly.com/blog/vendor-management-systems-2026-sap-fieldglass-beeline…

11 answers · 6 models

worldmetrics.org/best/contingent-workforce-management-software

11 answers · 8 models

worldmetrics.org/best/contingent-workforce-software

11 answers · 8 models

04How 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.

ModelDirect“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, SAP Fieldglass

Two alternatives

TalentDesk.io, Workday VNDLY

Guru, UpworkChanged

Two alternatives

Fiverr, PeoplePerHour

no first choice

Six alternatives

Beeline, Deel, Remote, SAP Fieldglass, Worksome, Worksuite

SAP Fieldglass

Two alternatives

Magnit, Workday VNDLY

against: Beelineno first choicenothing named

GPT-5.4 miniSAP Fieldglass

Two alternatives

Beeline, Workday VNDLY

WorksomeChanged

Four alternatives

Deel, Fiverr, Upwork / Lifted, YunoJuno

Beeline, SAP Fieldglass

Four alternatives

Ivalua, Workday VNDLY, Worksuite, YunoJuno

SAP Fieldglass

Two alternatives

Beeline, Magnit

against: symplr Contingent Talent Managementno first choiceagainst: Beeline, Legion Workforce Management Platform

Gemini 3.5 FlashBeeline, SAP Fieldglass, Workday VNDLY

Two alternatives

Magnit, SimplifyVMS

Upwork, WorksuiteChanged

Three alternatives

Deel HR, Fiverr, WorkMarket

Beeline, SAP Fieldglass

Four alternatives

Magnit, Workday VNDLY, Worksome, Worksuite

Workday VNDLY

Three alternatives

Conexis VMS, VectorVMS, Worksome

against: Beeline, SAP Fieldglassno first choiceagainst: Fiverr, Freelancer.com, Upwork

Perplexity SonarSAP Fieldglass

Three alternatives

Beeline, Magnit, Workday VNDLY

against: TalentDesk.ioWorkMarketChanged

Four alternatives

TalentDesk.io, Upwork, Worksome, Worksuite

SAP Fieldglass

Five alternatives

Beeline, Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLY

SAP Fieldglass

Two alternatives

Beeline, Workday VNDLY

against: Magnit, SimplifyVMSno first choiceagainst: SimpleVMS, VectorVMS

Grok 4.1 FastSAP Fieldglass

Three alternatives

Beeline, Magnit, SimplifyVMS

WorkMarketChanged

Three alternatives

Fiverr, Upwork, Worksuite

no first choice

Six alternatives

Beeline, Coupa Contingent Workforce, Magnit, SAP Fieldglass, SimplifyVMS, Workday VNDLY

against: UpworkBeeline, SAP Fieldglass

One alternative

Workday VNDLY

Beeline, SAP Fieldglass

Two alternatives

Coupa Contingent Workforce, Upwork

against: Beeline, Matrix Workforce, SAP Fieldglass, Workday VNDLY, Worksome

Mistral SmallSAP Fieldglass

Four alternatives

Beeline, Coupa Contingent Workforce, Magnit, TalentDesk.io

WorksuiteChanged

Three alternatives

Fiverr, Upwork, WorkMarket

SAP Fieldglass

Five alternatives

Beeline, Coupa Contingent Workforce, Flextrack, TalentDesk.io, Upwork

SAP Fieldglass, Workday VNDLYagainst: Magnit, SimplifyVMSno first choicenothing named

DeepSeek V4 FlashBeeline, SAP Fieldglass

Three alternatives

Coupa Contingent Workforce, Magnit, Workday VNDLY

UpworkChanged

Four alternatives

Deel, Fiverr, Papaya Global, WorkMarket

Beeline, SAP Fieldglass

Four alternatives

Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLY

Beeline

One alternative

SAP Fieldglass

no first choiceagainst: Fiverr, Paidwork, Toptal, Upwork

Llama 4 MaverickSAP FieldglassWorkMarket, WorksuiteChangedno first choiceSAP Fieldglass

Three alternatives

Magnit, SimplifyVMS, Workday VNDLY

no first choiceagainst: Beeline, SAP Fieldglass

Qwen 3.7 FlashSAP Fieldglass

Two alternatives

Magnit, Workday VNDLY

WorkMarketChanged

Three alternatives

Deel, Multiplier, Upwork

SAP Fieldglass

Four alternatives

Beeline, Coupa Contingent Workforce, Magnit, WorkMarket

SAP Fieldglass

Two alternatives

SimpleVMS, Workday VNDLY

no first choiceagainst: BambooHR, Gusto, Rippling, SAP Fieldglass

Kimi K2SAP Fieldglass

Three alternatives

Beeline, Magnit, Workday VNDLY

YunoJunoChanged

Two alternatives

TalentDesk.io, Worksome

Beeline, SAP Fieldglass

Two alternatives

Magnit, Workday VNDLY

Beeline

One alternative

Workday VNDLY

against: SAP FieldglassBeeline, SimplifyVMS

One alternative

Magnit

against: SAP Fieldglassagainst: Beeline, CXC Global, Deel, Fiverr, Gusto, KellyOCG, Papaya Global, SAP Fieldglass, Toptal, Upwork

GLM 4.7 FlashXSAP Fieldglass

Four alternatives

Beeline, Magnit, SimplifyVMS, Workday VNDLY

against: Deel, RemoteDeelChanged

Six alternatives

Fiverr, Remote, SAP Fieldglass, Upwork, WorkMarket, Worksuite

SAP Fieldglass

Three alternatives

Beeline, Coupa Contingent Workforce, WorkMarket

Beeline

Three alternatives

Magnit, SimplifyVMS, TalentDesk.io

against: SAP Fieldglassno first choicenothing named

MiniMax M2.5SAP Fieldglass, SimplifyVMS

Three alternatives

Magnit, TalentDesk.io, Workday VNDLY

Fiverr, TalentDesk.io, WorksuiteChanged

Two alternatives

Upwork, Workday

Beeline, SAP Fieldglass

Four alternatives

Coupa Contingent Workforce, Magnit, SimplifyVMS, Workday VNDLY

Beeline, SAP Fieldglass

Two alternatives

VectorVMS, Workday VNDLY

Magnit, SAP Fieldglass, Workday VNDLY

One alternative

Prolegion

against: Fiverr, Upwork, Worksome

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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.

Category-scoped readings

Conexis read as Conexis VMS

Coupa read as Coupa Contingent Workforce

Coupa (Contingent Workforce) read as Coupa Contingent Workforce

TalentDesk read as TalentDesk.io

symplr read as symplr Contingent Talent Management

Unresolved, counted raw

BrassRing (by ADP)

Legion Workforce Management Platform

Paidwork

Prolegion

Spectraforce

Upwork / Lifted (Upwork Enterprise)

Vevor

Discontinued, still offered

No shut-down product was recommended here.

Contingent workforce management for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in workforce planning and analytics