Contractor payments
Asked as “contractor payments and 1099 platform”, and as “freelancer payout software”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
27%
Contested · Square Payroll 14%
27Deel14Square Payroll07Rippling52others
27% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
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
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Deel27%
Deel27%02Square Payroll14%
Square Payroll14%03Tipalti7%
Tipalti7%04Rippling7%
Rippling7%05Trolley7%
Trolley7%06Remote5%
Remote5%07Gusto5%
Gusto5%08Routable5%
Routable5%09Papaya Global2%
Papaya Global2%10Worksuite2%
Worksuite2%11BILL2%
BILL2%12Wingspan0%
Wingspan0%13Wise Business0%
Wise Business0%14Payoneer Workforce Management0%
Payoneer Workforce Management0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Venmo100%
7 of 7 labels negative · 6 of 12 models · 7 hard negative
“recommended to avoid using consumer payment apps like Venmo for contractor payments due to compliance risks and high fees” Llama 4 Maverick, negative prompt
Payoneer Workforce Management33%
5 of 15 labels negative · 5 of 12 models · 4 hard negative
“Payoneer has a controversial reputation in the contractor community due to rigid compliance systems and weak customer service” Gemini 3.5 Flash, negative prompt
PayPal MassPay86%
6 of 7 labels negative · 5 of 12 models · 3 hard negative
“avoid ... Consumer Peer-to-Peer & Payment Gateways (e.g., PayPal, Stripe, Venmo) ... these platforms are highly prone to payment disruptions” Gemini 3.5 Flash, negative prompt
Wise Business30%
7 of 23 labels negative · 5 of 12 models · 1 hard negative
“Wise and pure payment tools handle transfers but don't do 1099 filing” DeepSeek V4 Flash, direct 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
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. 1012 links across 262 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Worksuite42 answers · 47 citations · 11 models
vendor site · Remote39 answers · 40 citations · 11 models
vendor site · Wingspan33 answers · 40 citations · 11 models
33 answers · 33 citations · 9 models
vendor site · G228 answers · 31 citations · 11 models
vendor site · Deel23 answers · 37 citations · 10 models
vendor site · Guideflow23 answers · 24 citations · 10 models
vendor site · Papaya Global20 answers · 24 citations · 8 models
vendor site · G218 answers · 28 citations · 9 models
vendor site · Gusto18 answers · 23 citations · 9 models
17 answers · 17 citations · 7 models
vendor site · Routable15 answers · 24 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.
40 answers · 11 models
37 answers · 11 models
33 answers · 11 models
33 answers · 9 models
28 answers · 11 models
20 answers · 10 models
13 answers · 8 models
13 answers · 8 models
12 answers · 8 models
11 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Deel deel.com | 27% | 172 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| Square squareup.com Square Payroll 14% | 14% | 53 | 1,000,000 | 497,526 | 3,658,565 company | $9 | 99 | 3 |
| Tipalti tipalti.com | 7% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 3 |
| Rippling rippling.com | 7% | 90 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Trolley trolley.com | 7% | 18 | 49,500 | 27,832 | 20,610 | 30 | ||
| Remote remote.com | 5% | 85 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | |
| Gusto gusto.com | 5% | 129 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| Routable routable.com | 5% | 22 | 1,300 | 114 | 5,890 | $1,108 | 7 | 2 |
| QuickBooks parent site QuickBooks Contractor Payments 5% | 5% | 50 | 1,000,000 | 54,681 | ||||
| Papaya Global papayaglobal.com | 2% | 49 | 1,600 | 50 | 189,744 | $8,309 | 11 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (routable.com, wise.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 a mid-market B2B company?”Paraphrase“Which freelancer payout software would you recommend to a mid-sized B2B company?”Comparative“What are the top contractor payment platforms and how do they differ?”Budget-constrained“What is the best contractor payments and 1099 platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a contractor payments and 1099 platform. What should we look at?”Negative“Which contractor payment platforms should I avoid or be cautious about?”
Claude Haiku 4.5Worksuiteno first choiceChangedDeelPatriot Software, Square Payrollno first choiceagainst: Cash App, PayPal MassPay, Payoneer Workforce Management, Wise Business
Two alternatives
Deel, TipaltiTwo alternatives
Remote, WorksuiteThree alternatives
OnPay, QuickBooks Online, WageFilingGPT-5.4 miniDeelDeelHeldDeelagainst: RipplingSquare Payrollagainst: BILL, Deel, Tipaltino first choiceagainst: G-P, Wave Payroll, WorkMarket, Worksome
Two alternatives
Gusto, TipaltiFour alternatives
Gusto, Rippling, Tipalti, TrolleyFour alternatives
Gusto, Payoneer Workforce Management, Remote, Wise BusinessOne alternative
GustoGemini 3.5 FlashRipplingagainst: Gusto, QuickBooks Contractor PaymentsDeel, TipaltiChangedagainst: Wise BusinessDeelagainst: Wise BusinessMeliono first choiceagainst: PayPal MassPay, Venmoagainst: BILL, PayPal MassPay, Payoneer Workforce Management, Rippling, Stripe Connect, Venmo, Wise Business
Four alternatives
Deel, Remote, Tipalti, WingspanTwo alternatives
Wingspan, WorksuiteSeven alternatives
Gusto, Oyster, Remote, Rippling, Tipalti, Wingspan, WorksuiteFour alternatives
Gusto, Square Payroll, Tax1099, WageFilingTen alternatives
BILL, Deel, Lano, Oyster, Remote, Rippling, Routable, Tipalti, Wingspan, WorksuitePerplexity SonarDeelTrolleyChangedDeel, Worksuiteagainst: QuickBooks Payments, Wise BusinessSurePayrollno first choiceagainst: Venmo
Two alternatives
Remote, TipaltiThree alternatives
Fiverr Enterprise, Hyperwallet, Papaya GlobalFour alternatives
GCPay, Gusto, Procore Pay, TipaltiTwo alternatives
BILL, QuickBooks PayrollGrok 4.20RipplingDeelChangedagainst: Papaya GlobalDeel, RemoteSquare Payrollagainst: Track1099Gusto, Ripplingagainst: Ontop, RemotePass, WorkMarket
Four alternatives
BILL, Deel, Gusto, RoutableSix alternatives
Gusto, Payoneer Workforce Management, Remote, Rippling, Trolley, Wise BusinessEight alternatives
Gusto, Multiplier, Papaya Global, Payoneer Workforce Management, Rippling, Tipalti, Wise Business, WorksuiteThree alternatives
Gusto, Patriot Software, QuickBooks Contractor PaymentsThree alternatives
Deel, OnPay, RemoteMistral SmallRoutableTrolleyChangedWorksuiteagainst: Wise BusinessRelay, Rise Worksno first choiceagainst: PayPal MassPay, Traditional Bank Wires
Three alternatives
Deel, Tipalti, WingspanOne alternative
Fiverr EnterpriseSix alternatives
Deel, Gusto, Papaya Global, Procore Pay, Remote, TipaltiTwo alternatives
QuickBooks Contractor Payments, WingspanDeepSeek V4 FlashTipaltiagainst: Gusto, QuickBooks Contractor Payments, Wise BusinessDeelChangedDeelQuickBooks Contractor Paymentsno first choiceagainst: BILL, Deel, Hyperwallet, Ontop, Payoneer Workforce Management
Five alternatives
BILL, Deel, Routable, Wingspan, WorksuiteFive alternatives
Gusto, Papaya Global, Remote, Trolley, Wise BusinessSix alternatives
Papaya Global, Payoneer Workforce Management, Remote, Rippling, Tipalti, Wise BusinessTwo alternatives
Gusto, Square PayrollSeven alternatives
Deel, Multiplier, Remote, Rippling, Tipalti, WorkMarket, WorkdayLlama 4 MaverickRoutableTrolleyChangedPapaya Globalno first choiceno first choiceagainst: Venmo
Two alternatives
BILL, WingspanNine alternatives
4dev.com, Deel, Gusto, Hyperwallet, Payoneer Workforce Management, Stripe Connect, Tipalti, Wise Business, WorksuiteOne alternative
WingspanQwen 3.7 FlashTipaltiagainst: Gusto, QuickBooks Contractor PaymentsDeelChangedno first choiceSquare Payrollno first choiceagainst: Cash App, Coinbase Business, MoneyGram, PayPal MassPay, Rapid Express Check Cashing, Uniswap, Venmo, Western Union, Zelle
Two alternatives
Deel, RoutableThree alternatives
Papaya Global, Rippling, TrolleyFour alternatives
BILL, Deel, Gusto, RipplingTwo alternatives
Patriot Software, SurePayrollNine alternatives
BILL, Deel, Gusto Ramp, Keka, Oyster, Remote, Rippling, Square Payroll, WorkstreamKimi K2BILL, GustoDeelChangedDeelQuickBooks Contractor Payments, Square Payrollagainst: ADP, Paychexno first choiceagainst: Cash App, Fiverr Enterprise, PayPal MassPay, Payoneer Workforce Management, Upwork, Venmo, Zelle
Three alternatives
Routable, Tipalti, WingspanFour alternatives
Gusto, Papaya Global, Trolley, Wise BusinessSix alternatives
Gusto, Remote, Rippling, Tipalti, Wise Business, WorksuiteTwo alternatives
Gusto, Papaya GlobalGLM 4.7 FlashXDeel, RemotePapaya GlobalChangedDeel, Remote, WorksuiteSquare Payrollagainst: Gustono first choiceagainst: QuickBooks Payroll, Tax1099against: Appen, Cash App, Pluckwalk Technologies, Rippling, Venmo, Zelle
Three alternatives
Gusto, Oyster, RoutableThree alternatives
Deel, Gusto, TrolleyEleven alternatives
Fiverr Enterprise, Gusto, Multiplier, Papaya Global, Payoneer Workforce Management, Procore Pay, Rippling, Stripe Connect, Tipalti, Veem, Wise BusinessTwo alternatives
Track1099, Wave PayrollMiniMax M2.5DeelDeelHeldDeelFoundDeel, Remoteagainst: Payoneer Workforce Management
Two alternatives
Gusto, TipaltiThree alternatives
Papaya Global, Rippling, TrolleySeven alternatives
Gusto, Multiplier, Papaya Global, Remote, Rippling, Tipalti, Wise BusinessTwo alternatives
QuickBooks Contractor Payments, Square PayrollTwo alternatives
Routable, WorksomeBold 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 18:16 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:29 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:49 | yes | 15 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:38 | yes | 20 | 6 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 17:56 | yes | 37 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:11 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:26 | yes | 17 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:49 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:17 | yes | 13 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:10 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:16 | yes | 15 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:13 | yes | 5 | 47 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:26 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:16 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:56 | yes | 17 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:44 | yes | 20 | 5 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 18:46 | yes | 29 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:19 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:08 | yes | 29 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:06 | yes | 15 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:18 | yes | 14 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:49 | yes | 28 | 67 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:10 | yes | 18 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:04 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:13 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:01 | yes | 14 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:05 | yes | 20 | 12 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 20:47 | yes | 18 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:39 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:32 | yes | 19 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:17 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:05 | yes | 8 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:39 | yes | 13 | 125 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:38 | yes | 10 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:10 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:44 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:19 | yes | 23 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:21 | yes | 20 | 4 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 18:23 | yes | 38 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:59 | yes | 8 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:34 | yes | 19 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:00 | yes | 24 | 95 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:17 | yes | 9 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:41 | yes | 25 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:01 | yes | 12 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:09 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:05 | yes | 2 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:29 | yes | 15 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:26 | yes | 17 | 20 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 19:38 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:01 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:03 | yes | 20 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:07 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:24 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:38 | yes | 12 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:21 | yes | 14 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:19 | yes | 9 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:12 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:59 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:46 | yes | 19 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:46 | yes | 20 | 7 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 20:05 | yes | 42 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:58 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:27 | yes | 30 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:53 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:47 | yes | 30 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:00 | yes | 27 | 99 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:58 | yes | 15 | 21 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
Avalara read as Track1099
Avalara 1099 read as Track1099
Bill.com read as BILL
Patriot read as Patriot Software
PayPal read as PayPal MassPay
PayPal "Friends & Family." read as PayPal MassPay
Payoneer read as Payoneer Workforce Management
QuickBooks read as QuickBooks Contractor Payments
Rise read as Rise Works
Square read as Square Payroll
Stripe read as Stripe Connect
Wave read as Wave Payroll
Unresolved, counted raw
Appen (formerly CrowdGen)
BuildSafe
Checkr
Gusto Ramp
HomePay
Keka
Lano
Optionz
Pluckwalk Technologies
Rapid Express Check Cashing
RemotePass
Uniswap
Workana
Workstream
Discontinued, still offered
No shut-down product was recommended here.