Index › 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.
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.
01The 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 vendor page.
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01SimpleVMS31%
SimpleVMS31%02Deel12%
Deel12%03TalentDesk.io6%
TalentDesk.io6%04Conexis VMS6%
Conexis VMS6%05Upwork6%
Upwork6%06Remote4%
Remote4%07Worksome4%
Worksome4%08Beeline2%
Beeline2%09SAP Fieldglass2%
SAP Fieldglass2%10Worksuite0%
Worksuite0%11VectorVMS0%
VectorVMS0%12Fiverr0%
Fiverr0%13Magnit0%
Magnit0%02What 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 4.1 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.
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
Beeline71%
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 4.1 Fast, 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
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
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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 981 links across 264 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · TalentDesk36 answers · 49 citations · 10 models
vendor site · HRTechSaaS27 answers · 27 citations · 10 models
24 answers · 50 citations · 9 models
24 answers · 25 citations · 11 models
vendor site · People Managing People22 answers · 22 citations · 8 models
20 answers · 32 citations · 9 models
18 answers · 29 citations · 7 models
vendor site · Connecteam18 answers · 18 citations · 9 models
vendor site · Rippling18 answers · 18 citations · 10 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.
27 answers · 10 models
18 answers · 9 models
17 answers · 8 models
17 answers · 10 models
17 answers · 9 models
14 answers · 10 models
13 answers · 8 models
12 answers · 10 models
12 answers · 9 models
11 answers · 9 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 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.ioBeelineagainst: SAP Fieldglassno first choiceagainst: Fiverr, Freelancer.com, PeoplePerHour
One alternative
Conexis VMSTwo alternatives
TalentDesk.io, WorksomeSeven alternatives
Bluecrew, Deel, Instawork, Remote, Upwork, Worksome, WorksuiteThree alternatives
Conexis VMS, SimpleVMS, VectorVMSGPT-5.4 miniWorksomeagainst: Magnit, SAP FieldglassUpworkChangedDeel, Remoteagainst: Beeline, CE VMS, Magnit, SAP Fieldglass, VectorVMSSimpleVMS, Worksomeagainst: SAP Fieldglassno first choiceagainst: Paycom, SourceNow VMS, StaffingNation, YunoJuno, symplr Contingent Talent Management
One alternative
BeelineTwo alternatives
Contra, DeelFour alternatives
Fiverr, Gusto, Justworks, SimpleVMSGemini 3.5 FlashConexis VMSagainst: Beeline, Magnit, SAP FieldglassDeelChangedDeelagainst: Beeline, SAP FieldglassConexis VMSagainst: Beeline, Coupa Contingent Workforce, SAP FieldglassDeel, Remoteagainst: Beeline, Coupa Contingent Workforce, SAP Fieldglassagainst: Beeline, Coupa Contingent Workforce, Fiverr, Freelancer.com, Guru, PayPal, SAP Fieldglass, Toptal, Upwork, Wise
Six alternatives
Deel, Plane, Rippling, SimpleVMS, TalentDesk.io, WorksuiteThree alternatives
Fiverr, Upwork, WorksuiteFive alternatives
Bubty, Gusto, Remote, Rippling, WorksuiteFour alternatives
Deel, Gusto, SimpleVMS, WorksuiteThree alternatives
Fiverr, Rippling, WorksuitePerplexity SonarTalentDesk.ioagainst: Beeline, SAP FieldglassTalentDesk.ioHeldTalentDesk.io, WorkMarketagainst: Beeline, SAP FieldglassSimpleVMSagainst: Beeline, Precoro, Ramp, SAP Fieldglassno first choiceagainst: Beeline, Deputy, Magnit, SAP Fieldglass, SimplifyVMS, Workday HCM
One alternative
SimpleVMSSix alternatives
Agiled, Fiverr, Flowlu, Upwork, WorkMotion, WorksomeSeven alternatives
Deel, Deputy, Instawork, Remote, SimpleVMS, VectorVMS, WorksomeOne alternative
Workday VNDLYGrok 4.1 FastSimpleVMSagainst: Beeline, SAP FieldglassUpworkChangedagainst: Fiverr, Freelancer.com, ToptalFiverr, Upworkagainst: Beeline, SAP Fieldglass, VectorVMSSimpleVMSagainst: Beeline, SAP Fieldglassno first choiceagainst: ADP TotalSource, Beeline, 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, RemoteChangedWorkMarket, WorksuiteConnecteam, Precoroagainst: Beeline, SAP Fieldglassno first choicenothing named
Two alternatives
Beeline, SAP FieldglassTwo alternatives
Hubstaff, UpworkTwo alternatives
Beeline, VectorVMSOne alternative
QuickBooks OnlineDeepSeek V4 FlashSimpleVMSagainst: Beeline, SAP FieldglassFiverr WorkspaceChangedagainst: Deel, RemoteDeelTalentDesk.ioagainst: Beeline, Magnit, SAP Fieldglass, Workday VNDLYProcurify, Ripplingagainst: Beeline, SAP Fieldglassagainst: Fiverr, Freelancer.com, Upwork
One alternative
Conexis VMSTwo alternatives
HoneyBook, TalentDesk.ioFour alternatives
Fiverr, Remote, Upwork, VectorVMSFour alternatives
AuraVMS, Deel, Remote, TradogramFour alternatives
Crowdstaffing, Magnit, SimplifyVMS, Workday VNDLYLlama 4 MaverickSAP FieldglassDeelChangedPapaya GlobalField Nationno first choicenothing named
Three alternatives
Beeline, Magnit, SimpleVMSTwo alternatives
Remote, TalentDesk.ioOne alternative
TalentDesk.ioThree alternatives
Beeline, SAP Fieldglass, VectorVMSQwen 3.7 FlashSimpleVMSagainst: Beeline, SAP FieldglassBonsaiChangedTalentDesk.io, Worksuiteagainst: SAP Fieldglass, WorkdayDeel, VendorJotagainst: Beeline, SAP Fieldglass, Shortlistno first choiceagainst: SAP Fieldglass, Verityagainst: Beeline, Bravera / Visier, Freelancer.com, SAP Fieldglass, Worksome
Two alternatives
BountyJobs, Conexis VMSTwo alternatives
Deel, YunoJunoOne alternative
Field NationTwo alternatives
QuickBooks Online, RampFour alternatives
Acuity, BambooHR, Jobber, ServiceAutopilotKimi K2SimpleVMSagainst: Beeline, Connecteam, Magnit, SAP Fieldglass, Workday VNDLYBonsaiChangedagainst: Worksome, WorksuiteDeel, Worksomeagainst: WorksuiteSimpleVMSagainst: Beeline, Coupa Contingent Workforce, Provade, SAP FieldglassSimpleVMSagainst: Beeline, SAP Fieldglassagainst: Contingent Workforce Staffing LLC, Fiverr, Freelancer.com, KellyOCG, Real Staffing, Upwork
One alternative
VectorVMSOne alternative
DeelOne alternative
TalentDesk.ioOne alternative
Conexis VMSGLM 4.7 FlashXSimpleVMSagainst: Beeline, Magnit, SAP FieldglassBonsaiChangedWorksuiteagainst: WorkMarketSimpleVMSno first choiceagainst: Beeline, Bullhorn, Employment Hero, Fiverr, Ivalua, TempWorks, Upwork, WorkMarket
Three alternatives
Coupa Contingent Workforce, TalentDesk.io, VectorVMSFour alternatives
Asana, Deel, Remote, UpworkThree alternatives
Deel, Remote, UpworkTwo alternatives
Conexis VMS, Transformify HR SuiteMiniMax M2.5SimpleVMSagainst: Beeline, Magnit, SAP FieldglassDeel, TimelyChangedWorkMarketSimpleVMS, VendorJotSimplifyVMSagainst: Coupa Contingent Workforce, SAP Fieldglassagainst: CXC Global, SAP Fieldglass, WorkMarket, Worksome
One alternative
Conexis VMSTwo alternatives
TalentDesk.io, UpworkFour alternatives
Deel, 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
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 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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.
Category-scoped readings
Conexis read as Conexis VMS
Coupa read as Coupa Contingent Workforce
Coupa Contingent read as Coupa Contingent Workforce
TalentDesk read as TalentDesk.io
Unresolved, counted raw
Bluecrew
Bravera / Visier
CE VMS
Contingent Workforce Staffing LLC
Crowdstaffing
Fiverr Workspace
Flowlu
PayPal
Plane
Real Staffing
ServiceAutopilot
Shortlist
StaffingNation
TempWorks
Transformify HR Suite
Verity
Zapro Spark
goLance
Discontinued, still offered
No shut-down product was recommended here.