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 · first-choice share
24%
Contested · Routable 18%
24Tipalti18Routable12Papaya Global45others
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.
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 four products 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
Deel vs TrolleyDeel vs RemoteDeel vs GustoDeel vs RoutableSquare Payroll vs TipaltiSquare Payroll vs RipplingSquare Payroll vs TrolleySquare Payroll vs RemoteSquare Payroll vs GustoSquare Payroll vs RoutableTipalti vs RipplingTipalti vs TrolleyTipalti vs RemoteTipalti vs GustoTipalti vs RoutableRippling vs TrolleyRippling vs RemoteRippling vs GustoRippling vs RoutableTrolley vs RemoteTrolley vs GustoTrolley vs RoutableRemote vs GustoRemote vs RoutableGusto vs Routable
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Tipalti24%
Tipalti24%02Routable18%
Routable18%03Papaya Global12%
Papaya Global12%04Deel10%
Deel10%05Worksuite8%
Worksuite8%06WorkMarket8%
WorkMarket8%07Rippling4%
Rippling4%08Remote0%
Remote0%09Payoneer Workforce Management0%
Payoneer Workforce Management0%10Wise Business0%
Wise Business0%11Gusto0%
Gusto0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, 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.
Deel22%
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
Gusto62%
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
Remote16%
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 4.20, budget prompt
Payoneer Workforce Management44%
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
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
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. 1049 links across 275 sites, every framing counted. Ranked by the number of answers carrying the site or page.
45 answers · 47 citations · 9 models
vendor site · Worksuite44 answers · 59 citations · 11 models
vendor site · Remote39 answers · 43 citations · 12 models
vendor site · Papaya Global34 answers · 48 citations · 11 models
vendor site · G234 answers · 37 citations · 10 models
vendor site · Guideflow30 answers · 32 citations · 11 models
vendor site · Wingspan25 answers · 33 citations · 9 models
vendor site · Routable24 answers · 44 citations · 11 models
vendor site · Deel24 answers · 39 citations · 9 models
vendor site · G220 answers · 31 citations · 8 models
vendor site · 4dev.com16 answers · 17 citations · 7 models
vendor site · Tipalti15 answers · 24 citations · 10 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.
44 answers · 9 models
39 answers · 11 models
36 answers · 12 models
28 answers · 10 models
25 answers · 10 models
21 answers · 8 models
20 answers · 11 models
19 answers · 9 models
12 answers · 7 models
11 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 contractor payments and 1099 platform”, “contractor payment platforms”, “contractor payments and 1099 platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Tipalti tipalti.com | 24% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 3 |
| Routable routable.com | 18% | 22 | 1,300 | 114 | 5,890 | $1,108 | 7 | 2 |
| Papaya Global papayaglobal.com | 12% | 49 | 1,600 | 50 | 189,744 | $8,309 | 11 | |
| Deel deel.com | 10% | 172 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| Worksuite worksuite.com | 8% | 36 | 880 | 5 | 8,941 | 4 | ||
| WorkMarket workmarket.com | 8% | 24 | 12,100 | 154 | 11,877 | |||
| Rippling rippling.com | 4% | 90 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Wingspan wingspan.app | 4% | 23 | 49,500 | 7,474 | 2,634 | $16 | 1 | |
| Trolley trolley.com | 2% | 18 | 49,500 | 27,832 | 20,610 | 30 | ||
| Hyperwallet hyperwallet.com | 2% | 11 | 12,100 | 455 | 39,845 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (4dev.com, routable.com, tipalti.com, worksuite.com). The first result for “best contractor payments and 1099 platform” is wise.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 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 4.5WorksuiteTalentDesk, WorksuiteChangedDeelagainst: PayPal MassPayWorksuiteno first choiceagainst: Deel
Three alternatives
Deel, Routable, TrolleyTwo alternatives
Deel HR, WorkMarketFour alternatives
Remote, Tipalti, Wise Business, WorksuiteTwo alternatives
Papaya Global, RoutableGPT-5.4 miniTipaltiTipaltiHeldDeelWorksomeagainst: Deelno first choicenothing named
Two alternatives
Deel, RipplingTwo alternatives
Deel, Payoneer Workforce ManagementFour alternatives
BILL, Routable, Tipalti, Workday VNDLYOne alternative
TipaltiGemini 3.5 FlashTipaltiTipaltiHeldDeel, Papaya GlobalRoutable, Wingspanagainst: Deel, Remote, RipplingRipplingagainst: BILL, Fiverr Enterprise, Gusto, Papaya Global, PayPal MassPay, Payoneer Workforce Management, QuickBooks Payroll, Square Payroll, Upwork, Wise Business, Zelle
Five alternatives
Deel, Rippling, Routable, WorkMarket, WorksuiteThree alternatives
Deel, Papaya Global, WorksuiteFour alternatives
Rippling, Tipalti, Wingspan, WorksuiteTwo alternatives
Tipalti, WorksuiteThree alternatives
Deel, Remote, TipaltiPerplexity SonarDeelagainst: Hyperwallet, Payoneer Workforce ManagementTipaltiChangedDeelagainst: Oracle Textura, RipplingDeelno first choiceagainst: Deel, Gusto, PayPal MassPay, Payoneer Workforce Management, Revolut Business, Stripe Connect, Wise Business
Two alternatives
Tipalti, WorksuiteFour alternatives
Lumanu, Payoneer Workforce Management, TalentDesk, TrolleyFour alternatives
Papaya Global, Remote, Tipalti, WorksuiteThree alternatives
Papaya Global, Tipalti, WorkMarketGrok 4.20Ripplingagainst: GustoPapaya GlobalChangedDeelagainst: Gusto, Payoneer Workforce Management, QuickBooks Contractor Payments, Wise BusinessWorkMarketagainst: Deel, Gusto, Remote, RipplingRoutableagainst: CXC Global, Deel, Gusto, Payoneer Workforce Management, Rippling
Two alternatives
Deel, WorkMarketThree alternatives
Deel, Rippling, TipaltiFour alternatives
Papaya Global, Remote, Tipalti, WorksuiteThree alternatives
Routable, Tipalti, WorksuiteFive alternatives
Deel, Remote, Tipalti, Wingspan, WorksuiteMistral SmallPapaya Global, RoutableHyperwallet, Papaya GlobalChangedPapaya GlobalRoutable, WorkMarketagainst: Deelno first choiceagainst: Cash App, Venmo, Zelle
Two alternatives
TalentDesk, TrolleyFour alternatives
Deel, Payoneer Workforce Management, Tipalti, WorksuiteOne alternative
RemoteDeepSeek V4 FlashTipaltiDeelChangedPapaya Globalagainst: Payoneer Workforce ManagementWorkMarketagainst: Deel, Found, Gusto, Oyster, Paychex, Paycor, QuickBooks Contractor Payments, Remote, SecureCrewsno first choiceagainst: Brookson Group, Conduent, Deel, Fiverr Enterprise, Freelancer, Native Teams, Ontop, Parasol, PayPal MassPay, Payoneer Workforce Management, Plentific, Skrill, Upwork, Wise Business, WorkMarket
Five alternatives
Deel, Papaya Global, Remote, Routable, WingspanTwo alternatives
Papaya Global, WorksuiteFive alternatives
Deel, Rippling, Tipalti, Trolley, WorksuiteTwo alternatives
Routable, WingspanFour alternatives
Deel, Remote, Rippling, TipaltiLlama 4 MaverickRoutableTrolleyChangedno first choiceRoutableno first choicenothing named
Three alternatives
Remote, Rise Works, WorksuiteFive alternatives
Hyperwallet, Papaya Global, Payoneer Workforce Management, Tipalti, Wise BusinessTwo alternatives
Papaya Global, WorkMarketQwen 3.7 FlashTipaltiWorkMarketChangedDeelTriumfeagainst: ADPTipaltiagainst: Bonsai, Kantataagainst: Ontop, Topup Two Rich, Topup.com
Two alternatives
Deel, Papaya GlobalThree alternatives
Deel, Papaya Global, RipplingFive alternatives
Papaya Global, Remote, Rippling, Tipalti, WorksuiteThree alternatives
Deel, Papaya Global, RipplingThree alternatives
Deel, Remote, RipplingKimi K2Routable, Tipaltiagainst: BILLWorksuiteChangedDeelRoutable, Wingspanagainst: Tipalti, WorkMarketno first choiceagainst: Multiplier, Papaya Global, Remoteagainst: BILL, Deel, Fiverr Enterprise, Gusto, Jobber, Melio, Payoneer Workforce Management, SAP Ariba, Upwork, Wise Business, WorkMarket
Three alternatives
Dots, Papaya Global, WorksuiteTwo alternatives
Deel, Papaya GlobalFive alternatives
ADP Enterprise Contractor Services, Papaya Global, Remote, Tipalti, WorksuiteGLM 4.7 FlashXPapaya Global, RoutableTipaltiChangedPapaya GlobalTipaltiagainst: Deel, Remoteno first choiceagainst: CXC Global, G-P, GCPay, Maestro
Four alternatives
Deel, Remote, Rippling, TipaltiSix alternatives
ConnectPay, Deel, Papaya Global, Payoneer Workforce Management, Remote, Stripe ConnectSeven alternatives
4dev.com, Deel, Remote, Rippling, Tipalti, Wise Business, WorksuiteTwo alternatives
Papaya Global, RoutableMiniMax M2.5Papaya GlobalPapaya Global, TipaltiChangedPapaya GlobalDeelDeelagainst: Airwallex, CXC Global
Three alternatives
Remote, Routable, TipaltiThree alternatives
Deel, Payoneer Workforce Management, RipplingFive alternatives
Deel, Remote, Rippling, Tipalti, WorksuiteFour alternatives
Remote, Rippling, Tipalti, WorkMarketTwo alternatives
BoomTax, NickelBold 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 20:23 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:30 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 22 | 61 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 20 | 7 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 18:54 | yes | 36 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:25 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:21 | yes | 19 | 53 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:11 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:00 | yes | 17 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:21 | yes | 15 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:01 | yes | 14 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:56 | yes | 12 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:53 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:12 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:54 | yes | 15 | 21 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 19:57 | yes | 42 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:38 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:55 | yes | 29 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:58 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:17 | yes | 10 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:30 | yes | 17 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:34 | yes | 13 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:06 | yes | 5 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:38 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:38 | yes | 5 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 19 | 54 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:47 | yes | 20 | 9 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 19:34 | yes | 27 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:40 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:50 | yes | 16 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:01 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:13 | yes | 5 | 15 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:03 | yes | 15 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:20 | yes | 9 | 70 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:47 | yes | 5 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:28 | yes | 18 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:02 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:18 | yes | 13 | 48 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 20 | 6 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 18:38 | yes | 38 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:58 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:34 | yes | 25 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:06 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:34 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 22 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:19 | yes | 23 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:25 | yes | 20 | 57 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:37 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:56 | yes | 3 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:44 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:39 | yes | 20 | 11 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 17:53 | yes | 13 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:20 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:55 | yes | 28 | 69 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:43 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:50 | yes | 15 | 54 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:20 | yes | 12 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 14 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:01 | yes | 5 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:18 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:35 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:39 | yes | 19 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:58 | 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 17:53 | yes | 18 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | yes | 13 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:19 | yes | 28 | 65 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:45 | yes | 9 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:51 | yes | 18 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:58 | yes | 30 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:33 | yes | 33 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:25 | yes | 18 | 42 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
ADP WorkMarket read as WorkMarket
Bill.com read as BILL
PayPal read as PayPal MassPay
Payoneer read as Payoneer Workforce Management
QuickBooks read as QuickBooks Contractor Payments
Stripe read as Stripe Connect
TalentDesk.io read as TalentDesk
Unresolved, counted raw
Aatrix
Brookson Group
Conduent
Contractor-of-record
Deel HR
Freelancer
Lumanu
Maestro
Oracle Textura
Parasol
SecureCrews
Topup Two Rich
Topup.com
Triumfe
Warp
Discontinued, still offered
No shut-down product was recommended here.