Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Spend and procurement Contractor payments › Enterprise September 2026 Edition

Contractor payments for enterprise buyers

Asked as “contractor payments and 1099 platform”, and as “freelancer payout software”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
24% 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.

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
01Tipalti24%2%45accepted challenger
02Routable18%0%20accepted challenger
03Papaya Global12%5%39accepted challenger
04Deel10%22%49accepted challenger
05Worksuite8%0%28accepted challenger
06WorkMarket8%23%13accepted challenger
07Rippling4%14%29accepted challenger
Show the four products at 0%, ordered by negative rate
11Gusto0%62%13criticized challenger
10Wise Business0%45%11criticized challenger
09Payoneer0%44%18criticized challenger
08Remote0%16%32accepted 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.

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Tipalti24%
02Routable18%
03Papaya Global12%
04Deel10%
05Worksuite8%
06WorkMarket8%
07Rippling4%
08Remote0%
09Payoneer0%
10Wise Business0%
11Gusto0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, 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.
Deel
22%
11 of 49 labels negative · 9 of 12 models · 4 hard negative
“Avoid These If Predictability Is Critical - **Deel / Remote / Oyster**” DeepSeek V4 Flash, budget prompt
Gusto
62%
8 of 13 labels negative · 5 of 12 models · 5 hard negative
“Domestic SMB-Centric Payroll Platforms (e.g., Gusto, Square Payroll, QuickBooks Payroll) ... they are not designed to support large enterprise architectures” Gemini 3.5 Flash, negative prompt
Remote
16%
5 of 32 labels negative · 5 of 12 models · 3 hard negative
“Avoid or De-prioritize for Your Needs - Per-contractor platforms like Remote ($29/user)” Grok 4.1 Fast, budget prompt
Payoneer
44%
8 of 18 labels negative · 5 of 12 models · 1 hard negative
“PayPal and Payoneer can charge exorbitant transaction fees or bury high foreign exchange (FX) markups” Gemini 3.5 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

69 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 961 links across 255 sites, every framing counted. Ranked by the number of answers carrying the site or page.

45 answers · 47 citations · 9 models
vendor site · Worksuite40 answers · 51 citations · 10 models
vendor site · Remote38 answers · 42 citations · 11 models
31 answers · 34 citations · 9 models
vendor site · Papaya Global30 answers · 41 citations · 10 models
vendor site · Guideflow27 answers · 29 citations · 10 models
vendor site · Routable22 answers · 40 citations · 10 models
vendor site · Wingspan22 answers · 26 citations · 8 models
vendor site · Deel21 answers · 35 citations · 8 models
17 answers · 28 citations · 7 models
vendor site · Tipalti14 answers · 22 citations · 9 models
vendor site · 4dev.com13 answers · 13 citations · 6 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.

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 contractor payments and 1099 platform for an enterprise B2B company?”Paraphrase“Which freelancer payout software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade contractor payment platforms and how do they differ?”Budget-constrained“What is the best contractor payments and 1099 platform 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 contractor payments and 1099 platform. What should we look at?”Negative“Which contractor payment platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Worksuite
Three alternativesDeel, Routable, Trolley
TalentDesk, WorksuiteChanged
Two alternativesDeel HR, WorkMarket
Deel
Four alternativesRemote, Tipalti, Wise Business, Worksuite
against: PayPal
Worksuite
Two alternativesPapaya Global, Routable
no first choiceagainst: Deel
GPT-5.4 miniTipalti
Two alternativesDeel, Rippling
TipaltiHeld
Two alternativesDeel, Payoneer
Deel
Four alternativesBILL, Routable, Tipalti, Workday VNDLY
Worksome
One alternativeTipalti
against: Deel
no first choicenothing named
Gemini 3.5 FlashTipalti
Five alternativesDeel, Rippling, Routable, WorkMarket, Worksuite
TipaltiHeld
Three alternativesDeel, Papaya Global, Worksuite
Deel, Papaya Global
Four alternativesRippling, Tipalti, Wingspan, Worksuite
Routable, Wingspan
Two alternativesTipalti, Worksuite
against: Deel, Remote, Rippling
Rippling
Three alternativesDeel, Remote, Tipalti
against: BILL, Fiverr Enterprise, Gusto, Papaya Global, PayPal, Payoneer, QuickBooks Payroll, Square Payroll, Upwork, Wise Business, Zelle
Perplexity SonarDeel
Two alternativesTipalti, Worksuite
against: Hyperwallet, Payoneer
TipaltiChanged
Four alternativesLumanu, Payoneer, TalentDesk, Trolley
Deel
Four alternativesPapaya Global, Remote, Tipalti, Worksuite
against: Oracle Textura, Rippling
Deel
Three alternativesPapaya Global, Tipalti, WorkMarket
no first choiceagainst: Deel, Gusto, PayPal, Payoneer, Revolut Business, Stripe, Wise Business
Grok 4.1 FastRippling
Two alternativesDeel, WorkMarket
against: Gusto
Papaya GlobalChanged
Three alternativesDeel, Rippling, Tipalti
Deel
Four alternativesPapaya Global, Remote, Tipalti, Worksuite
against: Gusto, Payoneer, QuickBooks, Wise Business
WorkMarket
Three alternativesRoutable, Tipalti, Worksuite
against: Deel, Gusto, Remote, Rippling
Routable
Five alternativesDeel, Remote, Tipalti, Wingspan, Worksuite
against: CXC Global, Deel, Gusto, Payoneer, Rippling
Mistral SmallPapaya Global, RoutableHyperwallet, Papaya GlobalChanged
Two alternativesTalentDesk, Trolley
Papaya Global
Four alternativesDeel, Payoneer, Tipalti, Worksuite
Routable, WorkMarket
One alternativeRemote
against: Deel
no first choiceagainst: Cash App, Venmo, Zelle
DeepSeek V4 FlashTipalti
Five alternativesDeel, Papaya Global, Remote, Routable, Wingspan
DeelChanged
Two alternativesPapaya Global, Worksuite
Papaya Global
Five alternativesDeel, Rippling, Tipalti, Trolley, Worksuite
against: Payoneer
WorkMarket
Two alternativesRoutable, Wingspan
against: Deel, Found, Gusto, Oyster, Paychex, Paycor, QuickBooks, Remote, SecureCrews
no first choice
Four alternativesDeel, Remote, Rippling, Tipalti
against: Brookson Group, Conduent, Deel, Fiverr Enterprise, Freelancer, Native Teams, Ontop, Parasol, PayPal, Payoneer, Plentific, Skrill, Upwork, Wise Business, WorkMarket
Llama 4 MaverickRoutable
Three alternativesRemote, Rise Works, Worksuite
TrolleyChanged
Five alternativesHyperwallet, Papaya Global, Payoneer, Tipalti, Wise Business
no first choiceRoutable
Two alternativesPapaya Global, WorkMarket
no first choicenothing named
Qwen 3.7 FlashTipalti
Two alternativesDeel, Papaya Global
WorkMarketChanged
Three alternativesDeel, Papaya Global, Rippling
Deel
Five alternativesPapaya Global, Remote, Rippling, Tipalti, Worksuite
Triumfe
Three alternativesDeel, Papaya Global, Rippling
against: ADP
Tipalti
Three alternativesDeel, Remote, Rippling
against: Bonsai, Kantata
against: Ontop, Topup Two Rich, Topup.com
Kimi K2Routable, Tipalti
Three alternativesDots, Papaya Global, Worksuite
against: BILL
WorksuiteChanged
Two alternativesDeel, Papaya Global
Deel
Five alternativesADP Enterprise Contractor Services, Papaya Global, Remote, Tipalti, Worksuite
Routable, Wingspanagainst: Tipalti, WorkMarketno first choiceagainst: Multiplier, Papaya Global, Remoteagainst: BILL, Deel, Fiverr Enterprise, Gusto, Jobber, Melio, Payoneer, SAP Ariba, Upwork, Wise Business, WorkMarket
GLM 4.7 FlashXPapaya Global, Routable
Four alternativesDeel, Remote, Rippling, Tipalti
TipaltiChanged
Six alternativesConnectPay, Deel, Papaya Global, Payoneer, Remote, Stripe Connect
Papaya Global
Seven alternatives4dev.com, Deel, Remote, Rippling, Tipalti, Wise Business, Worksuite
Tipalti
Two alternativesPapaya Global, Routable
against: Deel, Remote
no first choiceagainst: CXC Global, G-P, GCPay, Maestro
MiniMax M2.5Papaya Global
Three alternativesRemote, Routable, Tipalti
Papaya Global, TipaltiChanged
Three alternativesDeel, Payoneer, Rippling
Papaya Global
Five alternativesDeel, Remote, Rippling, Tipalti, Worksuite
Deel
Four alternativesRemote, Rippling, Tipalti, WorkMarket
Deel
Two alternativesBoomTax, Nickel
against: Airwallex, CXC Global
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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:23yes179 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:30yes25 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:17yes2261 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:50yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:54yes3619 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 20:25yes53 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:21yes1953 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:11yes54 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:00yes1740 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:21yes1532 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:01yes1485 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:56yes1230 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:53yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:12yes37 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:54yes1521 s
ParaphrasePerplexity Sonarsonar2026-09-17 18:15yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:57yes4219 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:38yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:55yes2936 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:58yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:17yes1033 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:30yes1731 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:34yes1314 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:06yes519 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:38yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:38yes514 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:19yes1954 s
ComparativePerplexity Sonarsonar2026-09-17 18:47yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:34yes2715 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:40yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:50yes1626 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:01yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:13yes515 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:03yes1535 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:20yes970 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:47yes519 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:28yes1811 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:02yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:18yes1348 s
Budget constrainedPerplexity Sonarsonar2026-09-17 17:53yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:38yes3820 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:58yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:34yes2533 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:06yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:34no031 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:15yes2239 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:19yes2360 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:25yes2057 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:37yes1810 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:56yes311 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:44no019 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:39yes2011 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:53yes1314 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:20no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:55yes2869 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:43yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:50yes1554 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:20yes1233 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:44yes1474 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:01yes521 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:18yes1610 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:35yes57 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:39yes1928 s
Negative framingPerplexity Sonarsonar2026-09-17 17:58yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:53yes1815 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:46yes138 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:19yes2865 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:45yes95 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:51yes1851 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:58yes3039 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:33yes3360 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:25yes1842 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
ADP WorkMarket read as WorkMarket
Bill.com read as BILL
TalentDesk.io read as TalentDesk
Unresolved, counted raw
Aatrix
Brookson Group
Conduent
Contractor-of-record
Deel HR
Dots
Freelancer
Lumanu
Maestro
Oracle Textura
Parasol
SecureCrews
Topup Two Rich
Topup.com
Triumfe
Warp
Discontinued, still offered
No shut-down product was recommended here.
← Accounts payable automatCorporate cards →