Contractor payments for enterprise buyers
Asked as “contractor payments and 1099 platform”, and as “freelancer payout software”, 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
47%
Clear leader
47Tipalti09Deel09Worksuite36others
47% of first choices, clear leader.
Since October 2026▲+22Since October 2026: 25% → 47%, +22 points. Past the 10-point floor: movement.Tipalti held the lead, +22 points on 25%, past the 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
Gusto49%Clear leader▲+7Since October 2026: 42% → 49%, +7 points. Inside the 10-point floor: within noise.Standing →Mid-market
Tipalti28%Contested▲+6Since October 2026: 22% → 28%, +6 points. Inside the 10-point floor: within noise.Standing →EnterpriseTipalti47%Clear leader▲+22Since October 2026: 25% → 47%, +22 points. Past the 10-point floor: movement.This page
Gusto49%Clear leader▲+7Since October 2026: 42% → 49%, +7 points. Inside the 10-point floor: within noise.Standing →Mid-marketTipalti28%Contested▲+6Since October 2026: 22% → 28%, +6 points. Inside the 10-point floor: within noise.Standing →EnterpriseTipalti47%Clear leader▲+22Since October 2026: 25% → 47%, +22 points. Past the 10-point floor: movement.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
01Tipalti47%4%56endorsed leader▲+22Since October 2026: 25% → 47%, +22 points. Past the 10-point floor: movement.25% → 47%
Tipalti47%4%56endorsed leader▲+22Since October 2026: 25% → 47%, +22 points. Past the 10-point floor: movement.25% → 47%02
Deel9%18%60accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 10-point floor: within noise.18% → 9%
Deel9%18%60accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 10-point floor: within noise.18% → 9%03
Worksuite9%0%24accepted challenger▼−5Since October 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise.14% → 9%
Worksuite9%0%24accepted challenger▼−5Since October 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise.14% → 9%04
Rippling7%12%33accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%
Rippling7%12%33accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%05
WorkMarket7%11%18accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 10-point floor: within noise.12% → 7%
WorkMarket7%11%18accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 10-point floor: within noise.12% → 7%06
Wingspan7%15%13accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%
Wingspan7%15%13accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%07
Papaya Global2%0%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Papaya Global2%0%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
Remote2%4%28accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Remote2%4%28accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%09
Routable2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Routable2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%10Gusto2%63%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Gusto2%63%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
12
Wise Business0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Wise Business0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Payoneer Workforce Management0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Payoneer Workforce Management0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 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.
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
Tipalti vs QuickBooks Contractor PaymentsTipalti vs GustoTipalti vs RemoteTipalti vs WorksuiteDeel vs Square PayrollDeel vs RipplingDeel vs QuickBooks Contractor PaymentsDeel vs GustoDeel vs RemoteDeel vs WorksuiteSquare Payroll vs RipplingSquare Payroll vs QuickBooks Contractor PaymentsSquare Payroll vs GustoSquare Payroll vs RemoteSquare Payroll vs WorksuiteRippling vs QuickBooks Contractor PaymentsRippling vs GustoRippling vs RemoteRippling vs WorksuiteQuickBooks Contractor Payments vs GustoQuickBooks Contractor Payments vs RemoteQuickBooks Contractor Payments vs WorksuiteGusto vs RemoteGusto vs WorksuiteRemote vs Worksuite
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Tipalti47%
Tipalti47%02Deel9%
Deel9%03Worksuite9%
Worksuite9%04Rippling7%
Rippling7%05WorkMarket7%
WorkMarket7%06Wingspan7%
Wingspan7%07Papaya Global2%
Papaya Global2%08Remote2%
Remote2%09Routable2%
Routable2%10Gusto2%
Gusto2%11Payoneer Workforce Management0%
Payoneer Workforce Management0%12Wise Business0%
Wise Business0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Deel18%
11 of 60 labels negative · 9 of 14 models · 3 hard negative
“Platforms to Avoid for Your Use Case | Deel | $49/contractor/month — scales poorly to thousands” Kimi K2, budget prompt
Gusto63%
17 of 27 labels negative · 7 of 14 models · 6 hard negative
“you should avoid standard SMB payroll providers (like Gusto or basic QuickBooks plans)” Qwen 3.7 Flash, budget prompt
PayPal MassPay88%
7 of 8 labels negative · 6 of 14 models · 5 hard negative
“Why to avoid: ... using them as an enterprise contractor platform creates severe risk exposure.” Gemini 3.5 Flash, negative prompt
QuickBooks Contractor Payments100%
6 of 6 labels negative · 6 of 14 models · 3 hard negative
“Platforms to Avoid for Your Use Case | QuickBooks Contractor Payments | Per-contractor add-on fees” Kimi K2, budget 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. 932 links across 228 sites, every framing counted. Ranked by the number of answers carrying the site or page. 56 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.
vendor site · Worksuite33 answers · 42 citations · 12 models
30 answers · 46 citations · 10 models
vendor site · Wingspan30 answers · 40 citations · 12 models
vendor site · Tipalti28 answers · 56 citations · 10 models
vendor site · G228 answers · 34 citations · 11 models
publisher (Gane)24 answers · 27 citations · 10 models
vendor site · Deel21 answers · 30 citations · 10 models
vendor site · Remote19 answers · 25 citations · 9 models
vendor site · Guideflow19 answers · 19 citations · 10 models
vendor site · Sourceforge19 answers · 19 citations · 9 models
16 answers · 16 citations · 9 models
15 answers · 15 citations · 8 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.
29 answers · 10 models
24 answers · 10 models
22 answers · 10 models
20 answers · 10 models
19 answers · 8 models
16 answers · 6 models
14 answers · 8 models
13 answers · 8 models
13 answers · 7 models
12 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 | 47% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 3 |
| Deel deel.com Deel 9%, Deel Contractor Management 0% | 9% | 172 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| Worksuite worksuite.com | 9% | 36 | 880 | 5 | 8,941 | 4 | ||
| Rippling rippling.com | 7% | 90 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| WorkMarket workmarket.com | 7% | 24 | 12,100 | 154 | 11,877 | |||
| Wingspan wingspan.app | 7% | 23 | 49,500 | 7,474 | 2,634 | $16 | 1 | |
| Remote remote.com Remote Contractor Management 3%, Remote 2% | 5% | 85 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | |
| Worksome worksome.com | 3% | 4 | 880 | 7 | 1,226 | 24 | ||
| Papaya Global papayaglobal.com | 2% | 49 | 1,600 | 50 | 189,744 | $8,309 | 11 | |
| Routable routable.com | 2% | 22 | 1,300 | 114 | 5,890 | $1,108 | 7 | 2 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (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 4.5Routable, TipaltiTipalti, TrolleyChangedRemoteWingspanGusto, Rippling, Tipaltiagainst: Cash App, PayPal MassPay, Rippling, Stripe Connect, Wise Business
Two alternatives
Papaya Global, WorksuiteThree alternatives
Routable, TalentDesk, WorksuiteFive alternatives
Deel, Papaya Global, Rippling, Tipalti, WorksuiteThree alternatives
Papaya Global, Rippling, WorkMarketGPT-5.4 miniWorkMarketagainst: BILL, QuickBooks Contractor PaymentsTipaltiChangedDeelagainst: BILLTipaltino first choiceagainst: Deel, G-P, Inxy, Payop, SurePayroll
Two alternatives
Deel, TipaltiTwo alternatives
Deel, RemoteThree alternatives
Papaya Global, Rippling, TipaltiTwo alternatives
Deel, DotsGemini 3.5 FlashTipaltiagainst: Gusto, QuickBooks Contractor PaymentsTipaltiHeldTipaltiTipaltiagainst: Stripe Connectno first choiceagainst: Fiverr Enterprise, Freelancer.com, Gusto, Justworks, PayPal MassPay, QuickBooks Payroll, Revolut Business, Upwork, Venmo, Wave Payroll, Wise Business
Four alternatives
Deel, Rippling, WorkMarket, WorksuiteFour alternatives
Deel, Papaya Global, Trolley, WorksuiteFive alternatives
Deel, Papaya Global, Remote, Rippling, WorksuiteFour alternatives
Deel, Rippling, WorkMarket, WorksuiteEight alternatives
Deel, Gusto, Papaya Global, Remote, Rippling, Tipalti, Wingspan, WorkMarketPerplexity SonarTipaltiagainst: GustoWorksuiteChangedDeelagainst: Gusto, Payoneer Workforce Management, Wise BusinessWorkMarket, Worksuiteagainst: Deel, Gustono first choiceagainst: Fiverr Enterprise, Gusto, PayPal MassPay, Payoneer Workforce Management, QuickBooks Contractor Payments, Tipalti, Trolley, Upwork, Venmo, Wise Business, Zelle
Four alternatives
Deel, Remote, Routable, WorksuiteFour alternatives
Deel, TalentDesk, Tipalti, WorkMarketFour alternatives
Remote, Rippling, Tipalti, WorksuiteGrok 4.20Tipaltiagainst: ADP, Gusto, Paychex, Payoneer Workforce Management, Wise BusinessDeelChangedagainst: Airbase, Gusto, Hyperwallet, PayPal Payouts, Payoneer Workforce Management, Wise BusinessDeelTipaltiagainst: Deel, Gusto, RipplingRipplingagainst: Gusto, PayPal MassPay, Payoneer Workforce Management, Wise Business
Three alternatives
Deel, Rippling, WingspanFour alternatives
Papaya Global, Remote, Rippling, TipaltiFive alternatives
Gusto, Papaya Global, Payoneer Workforce Management, Remote, RipplingTwo alternatives
Papaya Global, RoutableFour alternatives
Deel, Gusto, OnPay, Papaya GlobalMistral SmallDeel, RipplingDeel, WorksuiteChangedTipaltiRippling, Tipaltino first choiceagainst: DoorDash, Gainwell Technologies, Grubhub, Instacart, TaskRabbit, Uber, Zelle
One alternative
WorksuiteTwo alternatives
BILL, DotsFour alternatives
Deel, Papaya Global, Payoneer Workforce Management, RemoteDeepSeek V4 FlashTipaltiTipaltiHeldDeelRemote Contractor Managementagainst: Gusto, Rippling, TipaltiTipaltiagainst: Airwallex, Payoneer Workforce Management, Wingspan, Wise Businessagainst: Airwallex, Gusto, PayQuicker, Stripe Connect, WorkMarket
Three alternatives
Deel, Rippling, RoutableThree alternatives
Deel, Papaya Global, Payoneer Workforce ManagementSix alternatives
Papaya Global, Payoneer Workforce Management, Remote, Rippling, Tipalti, Wise BusinessTwo alternatives
Deel, WorkMarketThree alternatives
Deel, Remote, RipplingLlama 4 Maverickno first choiceTipaltiChangedno first choiceDeelWingspanagainst: Deel, PayPal MassPay, Venmo, Zelle
Three alternatives
Deel, Papaya Global, TalentDeskFour alternatives
Gusto, ProcureDesk, Tipalti, YunoJunoQwen 3.7 FlashTipaltiagainst: GustoTipalti, WorksuiteChangedRipplingTipaltiagainst: Gusto, QuickBooks Contractor Paymentsno first choiceagainst: Cash App, Deel, Fiverr Enterprise, PayPal MassPay, Upwork, Venmo, Zelle
Four alternatives
BILL, Deel, Papaya Global, RipplingOne alternative
DeelFour alternatives
Deel, Oyster HR, Papaya Global, RemoteTwo alternatives
Routable, WingspanKimi K2Tipaltiagainst: GustoWingspan, WorksuiteChangedDeelagainst: Payoneer Workforce ManagementTipaltiagainst: Deel, Gusto, QuickBooks Contractor Payments, RemoteTipaltiagainst: BILL, Thumbtack, WorkMarket, dLocal
One alternative
DeelThree alternatives
Deel, SAP Fieldglass, TalentDeskFive alternatives
Papaya Global, Rippling, Tipalti, Trolley, WorkMarketOne alternative
WorksomeFive alternatives
Deel, Remote, Rippling, Tax1099, Track1099GLM 4.7 FlashXTipaltiTipaltiHeldDeel, Papaya GlobalPapaya Global, Wingspanno first choiceagainst: Zelle
Three alternatives
Deel, Papaya Global, RemoteTwo alternatives
Deel, WorksuiteFour alternatives
Payoneer Workforce Management, Remote, Tipalti, Wise BusinessTwo alternatives
Routable, TipaltiMiniMax M2.5Deel, Remote, Tipaltino first choiceChangedDeel, TipaltiWorksomeagainst: Deel, Gusto, QuickBooks Contractor Paymentsno first choicenothing named
One alternative
RipplingThree alternatives
PayPal Enterprise Payouts, Remote, RipplingTwo alternatives
Tipalti, WingspanGPT-6 LunaWorkMarketagainst: WingspanWorksomeChangedno first choiceWorkMarketagainst: Deelno first choiceagainst: Deel, Gusto International Contractor Payments, Rippling
Two alternatives
Deel, TipaltiTwo alternatives
Tipalti, WorksuiteNine alternatives
Adyen, Deel, PayPal Hyperwallet, Payoneer Mass Payouts, Remote, Stripe Connect, Tipalti, Trolley, WorkMarketOne alternative
Tipalti Mass PaymentsThree alternatives
Deel, Remote, TipaltiMuse Glimmer 30BTipaltiTipaltiHeldagainst: DeelDeelRemote Contractor Managementno first choiceagainst: Deel, Papaya
Three alternatives
Deel, Papaya Global, RoutableTwo alternatives
Routable, WorksuiteFour alternatives
Papaya Global, Remote, Rippling, TipaltiTwo alternatives
Deel Contractor Management, WingspanBold 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 10:19 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:49 | yes | 4 | 5 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 11:38 | yes | 14 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 12 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:28 | yes | 23 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 20 | 50 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:36 | yes | 22 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:18 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:45 | yes | 3 | 4 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 08:39 | no | 0 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:43 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 21 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 24 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:34 | no | 0 | 91 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | yes | 7 | 11 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 11:19 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:03 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 27 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 23 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | no | 0 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 15 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 23 | 106 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:03 | yes | 14 | 57 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:19 | yes | 8 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:30 | yes | 23 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | yes | 20 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:57 | yes | 3 | 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 09:16 | yes | 11 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:32 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 23 | 40 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:58 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:20 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 25 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 21 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | yes | 22 | 66 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:53 | yes | 4 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 22 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:48 | yes | 3 | 7 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 12:16 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:55 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 10 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:12 | yes | 24 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 25 | 68 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 15 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:36 | no | 0 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:01 | yes | 3 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:36 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:50 | 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 08:40 | yes | 10 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:16 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 13 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:59 | yes | 5 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 15 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:11 | no | 0 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:46 | yes | 24 | 34 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
ADP WorkMarket read as WorkMarket
Avalara (Track1099) read as Track1099
Bill.com read as BILL
Bill.com (BILL) read as BILL
PayPal read as PayPal MassPay
PayPal (Personal Accounts) read as PayPal MassPay
PayPal (including MassPay/Payouts) read as PayPal MassPay
PayPal Business (and MassPay) read as PayPal MassPay
Payoneer read as Payoneer Workforce Management
QuickBooks read as QuickBooks Contractor Payments
Quickbooks read as QuickBooks Contractor Payments
Rise read as Rise Works
Stripe read as Stripe Connect
Wave read as Wave Payroll
Unresolved, counted raw
Deel Contractor Management
DoorDash
Gainwell Technologies
Grubhub
Gusto International Contractor Payments
Instacart
Inxy
Oyster HR
PayPal Enterprise Payouts
PayPal Hyperwallet
PayQuicker
Payoneer Mass Payouts
Payop
TaskRabbit
Uber
Discontinued, still offered
No shut-down product was recommended here.