Contractor payments for enterprise buyers
Asked as “contractor payments and 1099 platform”, and as “freelancer payout software”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Deel 18%
25Tipalti18Deel14Worksuite43others
25% of first choices, contested.
Since September 2026▲+3Since September 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Tipalti held the lead, +3 points on 24%, inside the 10-point 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
Gusto42%Clear leader▼−15Since September 2026: 59% → 43%, −15 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-market
Tipalti22%Contested▼−5Since September 2026: 27% → 23%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseTipalti25%Contested▲+3Since September 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This page
Gusto42%Clear leader▼−15Since September 2026: 59% → 43%, −15 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-marketTipalti22%Contested▼−5Since September 2026: 27% → 23%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseTipalti25%Contested▲+3Since September 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 September 2026
01Tipalti25%6%49accepted challenger▲+3Since September 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.24% → 27%
Tipalti25%6%49accepted challenger▲+3Since September 2026: 24% → 27%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.24% → 27%02
Deel18%18%60accepted challenger▲+11Since September 2026: 10% → 21%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.10% → 21%
Deel18%18%60accepted challenger▲+11Since September 2026: 10% → 21%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.10% → 21%03
Worksuite14%0%31accepted challenger▲+6Since September 2026: 8% → 15%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 15%
Worksuite14%0%31accepted challenger▲+6Since September 2026: 8% → 15%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 15%04
WorkMarket12%12%16accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 8%
WorkMarket12%12%16accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 8%05
Wingspan7%6%16accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%
Wingspan7%6%16accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%06
Rippling4%13%30accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%
Rippling4%13%30accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%07
Remote4%18%33accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%
Remote4%18%33accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%08
BILL2%7%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
BILL2%7%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the five products at 0%, ordered by negative rate
13
PayPal MassPay0%100%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
PayPal MassPay0%100%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%12
Wise Business0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Wise Business0%85%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Payoneer Workforce Management0%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Payoneer Workforce Management0%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10Gusto0%48%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Gusto0%48%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
Papaya Global0%11%19accepted challenger▼−12Since September 2026: 12% → 0%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.12% → 0%
Papaya Global0%11%19accepted challenger▼−12Since September 2026: 12% → 0%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.12% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Tipalti vs Square PayrollTipalti vs WingspanTipalti vs QuickBooks Contractor PaymentsTipalti vs RemoteDeel vs RipplingDeel vs GustoDeel vs Square PayrollDeel vs WingspanDeel vs QuickBooks Contractor PaymentsDeel vs RemoteRippling vs GustoRippling vs Square PayrollRippling vs WingspanRippling vs QuickBooks Contractor PaymentsRippling vs RemoteGusto vs Square PayrollGusto vs WingspanGusto vs QuickBooks Contractor PaymentsGusto vs RemoteSquare Payroll vs WingspanSquare Payroll vs QuickBooks Contractor PaymentsSquare Payroll vs RemoteWingspan vs QuickBooks Contractor PaymentsWingspan vs RemoteQuickBooks Contractor Payments vs Remote
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Tipalti25%
Tipalti25%02Deel18%
Deel18%03Worksuite14%
Worksuite14%04WorkMarket12%
WorkMarket12%05Wingspan7%
Wingspan7%06Rippling4%
Rippling4%07Remote4%
Remote4%08BILL2%
BILL2%09Papaya Global0%
Papaya Global0%10Gusto0%
Gusto0%11Payoneer Workforce Management0%
Payoneer Workforce Management0%12Wise Business0%
Wise Business0%13PayPal MassPay0%
PayPal MassPay0%What they warned about
Three of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
PayPal MassPay100%
13 of 13 labels negative · 11 of 14 models · 8 hard negative
“PayPal's Mass Pay feature supports batch contractor disbursements, but the cost is problematic... It lacks compliance features and has relatively high fees.” Claude Haiku 4.5, negative prompt
Gusto48%
10 of 21 labels negative · 9 of 14 models · 4 hard negative
“Standard SMB tools (like Gusto or PayPal) will fail to scale due to lack of compliance safeguards, API depth, and support for complex global tax structures.” Qwen 3.7 Flash, paraphrase prompt
Wise Business85%
11 of 13 labels negative · 9 of 14 models · 2 hard negative
“advised to be cautious / avoid using the following in isolation for a large-scale contractor program ... Wise” Muse Glimmer 30B, negative prompt
Deel18%
11 of 60 labels negative · 9 of 14 models
“Platforms like Deel offer contractor payment services, but to get actual misclassification protection ... you must upgrade to premium, high-cost tiers” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
82 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. 1218 links across 269 sites, every framing counted. Ranked by the number of answers carrying the site or page. 18 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 · Guideflow47 answers · 59 citations · 12 models
vendor site · Remote46 answers · 55 citations · 11 models
vendor site · Deel45 answers · 78 citations · 14 models
vendor site · Worksuite45 answers · 67 citations · 13 models
vendor site · Wingspan41 answers · 63 citations · 13 models
vendor site · G241 answers · 47 citations · 11 models
vendor site · G227 answers · 40 citations · 12 models
vendor site · Tipalti22 answers · 33 citations · 13 models
19 answers · 26 citations · 10 models
17 answers · 29 citations · 7 models
17 answers · 21 citations · 9 models
16 answers · 16 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.
44 answers · 11 models
38 answers · 11 models
37 answers · 12 models
35 answers · 12 models
25 answers · 10 models
24 answers · 11 models
19 answers · 11 models
18 answers · 7 models
16 answers · 9 models
13 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 |
|---|---|---|---|---|---|---|---|---|
| Tipalti tipalti.com | 25% | 517 | 18,100 | 381 | 213,652 | $83,363 | 120 | 3 |
| Deel deel.com | 18% | 170 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| Worksuite worksuite.com | 14% | 44 | 880 | 5 | 8,941 | 4 | ||
| WorkMarket workmarket.com | 12% | 21 | 12,100 | 154 | 11,877 | |||
| Wingspan wingspan.app | 7% | 43 | 49,500 | 7,474 | 2,634 | $16 | 1 | |
| Rippling rippling.com | 4% | 99 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Remote remote.com | 4% | 83 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | |
| Routable routable.com | 4% | 9 | 1,300 | 114 | 5,890 | $1,108 | 7 | 2 |
| Worksome worksome.com | 4% | 3 | 880 | 7 | 1,226 | 24 | ||
| BILL bill.com | 2% | 444 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (tipalti.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 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 4.5WorksuiteWorksuiteHeldDeelRoutable, WorkMarketno first choiceagainst: PayPal MassPay, Revolut Business, Venmo, Wise Business, Zelle
Four alternatives
Papaya Global, Remote, Rippling, TipaltiTwo alternatives
Deel, TalentDeskFour alternatives
Remote, Rippling, Tipalti, WorksuiteOne alternative
RipplingGPT-5.4 miniTipaltiagainst: GustoDeelChangedDeelWorksomeagainst: Deel, Papaya Globalno first choiceagainst: Apron, Elavon, G-P, Paychex, Plooto, Tipalti, Wave Payroll
Three alternatives
Deel, Intuit Enterprise Suite, QuickBooks Contractor PaymentsOne alternative
TipaltiFour alternatives
Airbase, BILL, Rippling, TipaltiTwo alternatives
Justworks, TipaltiGemini 3.5 FlashWingspanagainst: DeelTipaltiChangedRipplingagainst: PayPal MassPay, Wise BusinessTipaltiagainst: Deel, Remote, Ripplingno first choiceagainst: Deel, Fiverr Enterprise, Gusto, Multiplier, Oyster, Papaya Global, PayPal MassPay, Payoneer Workforce Management, QuickBooks Payroll, Rippling, Upwork, Wave Payroll, Wise Business
Three alternatives
Rippling, Tipalti, WorksuiteFour alternatives
Deel, Papaya Global, Rippling, WorksuiteFive alternatives
Deel, Papaya Global, Remote, Tipalti, WingspanTwo alternatives
Wingspan, WorksuitePerplexity SonarDeelagainst: ADP RUN, Gusto, QuickBooks PayrollTipaltiChangedDeelagainst: Melio, Paychex, Wise BusinessRoutableno first choiceagainst: Cash App, PayPal MassPay, Venmo, Zelle
Four alternatives
Papaya Global, Remote, Tipalti, WorksuiteFour alternatives
Deel, TalentDesk, Worksuite, YunoJunoSeven alternatives
Dots, Papaya Global, Remote, Routable, Tipalti, Trolley, WorksuiteTwo alternatives
Deel, WorksuiteGrok 4.1 FastDeel, Ripplingagainst: Gusto, Oyster, Wingspan, Wise BusinessDeelChangedDeel, Tipaltiagainst: Airbase, BILLWorkMarketagainst: QuickBooks Contractor Payments, Rippling, Stripe, Tipalti, UpworkTipaltiagainst: Deel, Fiverr Enterprise, Gusto, Payoneer Workforce Management, Wise Business, WorkMarket
Two alternatives
Remote, TipaltiFour alternatives
Papaya Global, Rippling, WorkMarket, WorksuiteOne alternative
RipplingThree alternatives
Deel, Wingspan, WorksuiteFour alternatives
Deel, Remote, Wingspan, WorksuiteMistral SmallTipaltiUpwork, WorkMarketChangedWorksuiteQurbieagainst: Gusto, PayPal MassPay, QuickBooks Contractor Paymentsno first choiceagainst: PayPal MassPay, Payoneer Workforce Management, Venmo, Wise Business
Two alternatives
Deel, GustoThree alternatives
Deel, Payoneer Workforce Management, Toptal Talent ManagementFour alternatives
ADP, Deel, Remote, RipplingThree alternatives
Payoneer Workforce Management, Remote, WorksuiteDeepSeek V4 FlashTipaltiWorksomeChangedDeelTipaltiagainst: Stripe ConnectTipaltiagainst: Cash App, Deel, Gusto, Oyster, Papaya, PayPal MassPay, Payoneer Workforce Management, QuickBooks Payroll, Remote, Rippling, Square Payroll, Venmo, Wise Business
Four alternatives
BILL, Deel, Remote, RipplingFour alternatives
BILL, Upwork, WorkMarket, WorksuiteFour alternatives
BILL, Remote, Rippling, WorksuiteTwo alternatives
Deel, WingspanFive alternatives
BILL, Rippling, Wingspan, WorkMarket, WorksuiteLlama 4 MaverickWorksuiteWorksuiteHeldno first choiceno first choiceno first choiceagainst: Deel, Gusto, Oyster, PayPal MassPay, Payoneer Workforce Management, QuickBooks Payroll, Remote, Square Payroll
Four alternatives
Deel, Gusto, Rippling, TipaltiTwo alternatives
Deel, TalentirQwen 3.7 FlashTipaltiDeel, RipplingChangedagainst: Gusto, PayPal MassPayDeelWingspanagainst: Deel, Remoteno first choiceagainst: PayPal Personal, Venmo, Zelle
Three alternatives
Oyster, Stripe Connect, Zenworks Tax1099Two alternatives
Payoneer Workforce Management, WorksuiteFive alternatives
GCPay, Gusto, Procore Pay, Tipalti, WorksuiteTwo alternatives
Tipalti, WorkMarketFive alternatives
BILL, Deel, Remote, Rippling, TipaltiKimi K2WorksuiteWorksuiteHeldDeelDeelno first choiceagainst: Deel, Gusto, Oyster, PayPal MassPay, Payoneer Workforce Management, QuickBooks Payroll, Remote, Square Payroll, Stripe, WorkMarket
Four alternatives
Deel, Remote, Tipalti, WorkMarketTwo alternatives
Deel, TipaltiSix alternatives
BILL, Gusto, PayPal Payouts, Remote, Tipalti, Wise BusinessTwo alternatives
Rippling, WorkMarketGLM 4.7 FlashXDeel, RemoteDeelChangedTipaltiTipaltiagainst: Deelno first choiceagainst: PayPal MassPay, Payoneer Workforce Management, Venmo, Zelle
Six alternatives
Asanaify, BILL, Tax1099, Track1099, Wingspan, WorksomeThree alternatives
Payoneer Workforce Management, Remote, Wise BusinessNine alternatives
ADP RUN, Deel, Gusto, Papaya Global, Procore Pay, Remote, Rippling, Routable, WorksuiteTwo alternatives
Gusto, Ramp Bill PayMiniMax M2.5Deel, WorkMarketDeel, Tipalti, WorksuiteChangedDeelRemoteagainst: TipaltiBILL, SAP Fieldglass, Tipaltiagainst: Wave Payroll, Wise Businessnothing named
Two alternatives
Gusto, RipplingTwo alternatives
Bubty, RemoteFive alternatives
ADP, Papaya Global, Ramp Bill Pay, Remote, RipplingTwo alternatives
Deel, GustoGPT-6 LunaWingspanTrolleyChangedDeel, Remoteagainst: Workday VNDLYWingspanno first choiceagainst: Deel, PayPal MassPay, Wise Business
Three alternatives
BILL, Deel, TipaltiTwo alternatives
Deel, TipaltiThree alternatives
Papaya Global, Tipalti, WorksuiteThree alternatives
Justworks, Stripe Connect, TipaltiMuse Glimmer 30BTipalti, WorkMarketWorkMarket, WorksuiteChangedDeel, WorksuiteWorkMarketno first choiceagainst: PayPal MassPay, Payoneer Workforce Management, Remote, Stripe Connect, Western Union, Wise Business
Two alternatives
Deel, WorksuiteThree alternatives
Deel, Papaya Global, RemoteFive alternatives
Oyster, Papaya Global, Remote, Rippling, TipaltiThree alternatives
Stripe Connect, Tipalti, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:41 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:49 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:44 | yes | 19 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:44 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:54 | yes | 16 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:05 | yes | 22 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:16 | yes | 8 | 5 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:53 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:08 | yes | 16 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 24 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:13 | yes | 15 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 5 | 23 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:05 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:53 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:31 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:05 | yes | 18 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:52 | yes | 19 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:48 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:45 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:05 | yes | 24 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:49 | yes | 10 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:30 | yes | 24 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:26 | yes | 25 | 211 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:20 | yes | 8 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:42 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:36 | yes | 20 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:59 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:55 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 13 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:00 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:30 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:36 | yes | 11 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:52 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:26 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:37 | yes | 20 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:54 | yes | 23 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:52 | yes | 18 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 6 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:45 | yes | 15 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:48 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:06 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:55 | yes | 26 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:04 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 20 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:59 | yes | 23 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:30 | yes | 7 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:06 | yes | 8 | 67 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:56 | yes | 21 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 22 | 65 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:40 | yes | 22 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:55 | yes | 5 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 18 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:02 | yes | 17 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:09 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:58 | yes | 6 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:59 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:04 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:02 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 24 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:31 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:51 | yes | 18 | 136 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:56 | yes | 22 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:26 | yes | 20 | 51 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 5 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:40 | yes | 3 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:53 | yes | 15 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:42 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:36 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:45 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:17 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:25 | yes | 9 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:23 | yes | 23 | 78 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:24 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:54 | yes | 17 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:59 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:21 | yes | 25 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:43 | yes | 21 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:37 | yes | 3 | 34 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:51 | yes | 18 | 47 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
Avalara Track1099 read as Track1099
Bill.com read as BILL
Bill.com (BILL) read as BILL
Bill.com (now BILL) read as BILL
Bill.com (now part of BILL) read as BILL
PayPal read as PayPal MassPay
Payoneer read as Payoneer Workforce Management
QuickBooks read as QuickBooks Contractor Payments
Wave read as Wave Payroll
Unresolved, counted raw
Asanaify
Bubty
Elavon
Mellow
Oyster HR
PayPal Payouts
PayPal Personal
Qurbie
Rippling Global
Talentir
Toptal Talent Management
YunoJuno
Zenworks Tax1099
Discontinued, still offered
No shut-down product was recommended here.