Global payroll and employer of record for enterprise buyers
Asked as “employer of record”, and as “global payroll provider”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Papaya Global 13%
25Deel13Papaya Global12ADP GlobalView Payroll50others
25% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Deel (25%) replaces G-P (23% then, 12% now), 13 points clear, past the 13-point floor.Deel leads at 25%, replacing G-P, which led at 23% and stands at 12% now: 13 points clear, 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
Deel38%Contested▲+5Since October 2026: 33% → 38%, +5 points. Inside the 13-point floor: within noise.Standing →Mid-marketDeel26%Contested▼−4Since October 2026: 30% → 26%, −4 points. Inside the 13-point floor: within noise.Standing →EnterpriseDeel25%Contested↗new leaderNew leader since October 2026: Deel (25%) replaces G-P (23% then, 12% now), 13 points clear, past the 13-point floor.This page
Deel38%Contested▲+5Since October 2026: 33% → 38%, +5 points. Inside the 13-point floor: within noise.Standing →Mid-marketDeel26%Contested▼−4Since October 2026: 30% → 26%, −4 points. Inside the 13-point floor: within noise.Standing →EnterpriseDeel25%Contested↗new leaderNew leader since October 2026: Deel (25%) replaces G-P (23% then, 12% now), 13 points clear, past the 13-point floor.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
01Deel25%19%62accepted challenger▲+16Since October 2026: 9% → 25%, +16 points. Past the 13-point floor: movement.9% → 25%
Deel25%19%62accepted challenger▲+16Since October 2026: 9% → 25%, +16 points. Past the 13-point floor: movement.9% → 25%02
Papaya Global13%21%53accepted challenger▼−2Since October 2026: 15% → 13%, −2 points. Inside the 13-point floor: within noise.15% → 13%
Papaya Global13%21%53accepted challenger▼−2Since October 2026: 15% → 13%, −2 points. Inside the 13-point floor: within noise.15% → 13%03
G-P12%11%38accepted challenger▼−11Since October 2026: 23% → 12%, −11 points. Inside the 13-point floor: within noise.23% → 12%
G-P12%11%38accepted challenger▼−11Since October 2026: 23% → 12%, −11 points. Inside the 13-point floor: within noise.23% → 12%04
ADP GlobalView Payroll12%0%10accepted challenger▲+1Since October 2026: 11% → 12%, +1 point. Inside the 13-point floor: within noise.11% → 12%
ADP GlobalView Payroll12%0%10accepted challenger▲+1Since October 2026: 11% → 12%, +1 point. Inside the 13-point floor: within noise.11% → 12%05
Remote10%12%49accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%
Remote10%12%49accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 13-point floor: within noise.8% → 10%06
Velocity Global8%11%27accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%
Velocity Global8%11%27accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%07
ADP8%15%13accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 13-point floor: within noise.11% → 8%
ADP8%15%13accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 13-point floor: within noise.11% → 8%08
Rippling6%10%41accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%
Rippling6%10%41accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise.2% → 6%09
Atlas HXM2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Atlas HXM2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%10
Multiplier2%17%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Multiplier2%17%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
13
Oyster0%37%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Oyster0%37%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Safeguard Global0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Safeguard Global0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%11
Dayforce0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Dayforce0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Deel vs Papaya GlobalDeel vs MultiplierDeel vs Velocity GlobalRemote vs RemoFirstRemote vs RipplingRemote vs Papaya GlobalRemote vs MultiplierRemote vs Velocity GlobalRemoFirst vs RipplingRemoFirst vs Papaya GlobalRemoFirst vs MultiplierRemoFirst vs Velocity GlobalRippling vs Papaya GlobalRippling vs MultiplierRippling vs Velocity GlobalPapaya Global vs MultiplierPapaya Global vs Velocity GlobalMultiplier vs Velocity Global
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
01Deel25%
Deel25%02Papaya Global13%
Papaya Global13%03G-P12%
G-P12%04ADP GlobalView Payroll12%
ADP GlobalView Payroll12%05Remote10%
Remote10%06Velocity Global8%
Velocity Global8%07ADP8%
ADP8%08Rippling6%
Rippling6%09Atlas HXM2%
Atlas HXM2%10Multiplier2%
Multiplier2%11Dayforce0%
Dayforce0%12Safeguard Global0%
Safeguard Global0%13Oyster0%
Oyster0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Deel19%
12 of 62 labels negative · 8 of 14 models · 3 hard negative
“When to avoid: If your footprint includes regulated markets (e.g., EU, LATAM, APAC with strict labor laws) or requires ironclad owned-entity liability.” Grok 4.20, negative prompt
Papaya Global21%
11 of 53 labels negative · 8 of 14 models · 1 hard negative
“Variable pricing models and payroll-first architecture can introduce complexity when forecasting total employment costs.” Kimi K2, budget prompt
Oyster37%
7 of 19 labels negative · 7 of 14 models · 1 hard negative
“criticized for scalability issues in high-volume, multi-country payroll” Grok 4.20, negative prompt
Remote12%
6 of 49 labels negative · 5 of 14 models · 3 hard negative
“reports of a marked decline in service quality, including changes to termination policies that have led to financial losses” Mistral Small, negative 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
72 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. 843 links across 219 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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.
29 answers · 39 citations · 11 models
25 answers · 33 citations · 9 models
vendor site · Teamed24 answers · 29 citations · 11 models
vendor site · Deel23 answers · 29 citations · 10 models
22 answers · 32 citations · 9 models
vendor site · Lead Change Group21 answers · 30 citations · 10 models
21 answers · 29 citations · 10 models
vendor site · Wisemonk19 answers · 27 citations · 10 models
vendor site · G216 answers · 27 citations · 8 models
vendor site · Remote16 answers · 21 citations · 9 models
16 answers · 19 citations · 10 models
vendor site · RemotePeople14 answers · 16 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.
14 answers · 9 models
14 answers · 9 models
12 answers · 8 models
11 answers · 9 models
11 answers · 6 models
11 answers · 6 models
9 answers · 6 models
8 answers · 6 models
8 answers · 4 models
8 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 employer of record”, “employer of record”, “eor and global payroll platforms”. 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 | 25% | 480 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| ADP GlobalView adp.com ADP GlobalView Payroll 12%, ADP 8% | 19% | 167 | 2,740,000 | 23,897 | 13,578,070 company | $62,421 | 108 | |
| Papaya papayaglobal.com Papaya Global 13% | 13% | 163 | 246,000 | 31,430 | 189,744 company | $8,309 | 11 | 1 |
| G-P globalization-partners.com | 12% | 87 | 110,000 | 11,471 | 16,514 | $302,233 | 120 | |
| Remote remote.com | 10% | 249 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | 3 |
| Velocity velocityglobal.com Velocity Global 8% | 8% | 62 | 1,300 | 77 | ||||
| Rippling rippling.com | 6% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Atlas atlashxm.com Atlas HXM 2% | 2% | 24 | 320 | 10 | 11,929 | $8,887 | 11 | 8 |
| Multiplier usemultiplier.com | 2% | 101 | 9,900 | 71,234 | 69,887 | $4,584 | 120 | |
| ADP Global Payroll—specifically GlobalView | 2% |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (eoroverview.com, g2.com, remote.com, remotepeople.com). The first result for “best employer of record” is hrtechedge.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 employer of record for an enterprise B2B company?”Paraphrase“Which global payroll provider would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade EOR and global payroll platforms and how do they differ?”Budget-constrained“What is the best employer of record 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 an employer of record. What should we look at?”Negative“Which EOR and global payroll platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceADP GlobalView Payroll, Papaya GlobalChangedDeelG-Pno first choicenothing named
One alternative
RipplingThree alternatives
ADP, Papaya Global, RipplingFive alternatives
Multiplier, Oyster, Papaya Global, Rippling, Velocity GlobalGPT-5.4 miniDeelADP GlobalView Payroll, Papaya GlobalChangedagainst: Deel PayrollDeelDeel, Remoteno first choiceagainst: Global Expansion, GoGlobal, RemoFirst, Remote People, WorkMotion
Three alternatives
G-P, Remote, RipplingSeven alternatives
G-P, Multiplier, Papaya Global, Remote, Rippling, Safeguard Global, Velocity GlobalGemini 3.5 FlashDeel, G-PADPChangedDeelRemoteDeel, Remote, Ripplingagainst: Atlas HXM, Velocity Globalagainst: Deel, Lano, Multiplier, Oyster, Papaya Global, Safeguard Global, Velocity Global
Three alternatives
Atlas HXM, Papaya Global, RipplingFour alternatives
Dayforce, Deel, Papaya Global, RipplingFour alternatives
Atlas HXM, Papaya Global, Remote, RipplingThree alternatives
Atlas HXM, Deel, RipplingPerplexity SonarG-Pagainst: Papaya GlobalADP Global Payroll—specifically GlobalViewChangedDeelDeelno first choiceagainst: CloudPay, Immedis, Multiplier, Oyster, Papaya Global, RemoFirst, Safeguard Global
Three alternatives
Deel, Remote, RipplingFour alternatives
Celergo, Dayforce, Deel, Papaya GlobalEight alternatives
ADP GlobalView/Celergo, CloudPay, G-P, Oyster, Papaya Global, Remote, Rippling, Velocity GlobalOne alternative
RemoteGrok 4.20Deelagainst: Papaya Global, RipplingADPChangedDeelagainst: ADP, Workday PayrollPapaya Globalno first choiceagainst: Boundless, Deel, Multiplier, Oyster, Papaya Global, Remote, Skuad
Three alternatives
G-P, Remote, Velocity GlobalSix alternatives
CloudPay, Dayforce, Oracle HCM Cloud, Papaya Global, UKG Pro, Workday PayrollFour alternatives
G-P, Papaya Global, Remote, RipplingFour alternatives
Deel, G-P, Remote, Velocity GlobalMistral SmallDeelADP, Papaya GlobalChangedG-PVelocity Globalno first choiceagainst: Deel, G-P, Papaya Global, Remote
Four alternatives
G-P, Papaya Global, Remote, Velocity GlobalOne alternative
TopSourceFive alternatives
ADP GlobalView/Celergo, Deel, Papaya Global, Remote, RipplingTwo alternatives
Papaya Global, WorksuiteDeepSeek V4 FlashDeelADP GlobalView PayrollChangedDeelPapaya Globalagainst: Deelno first choiceagainst: ADP Workforce Now, Borderless, Deel, G-P, Oracle Cloud HCM with Payroll, Oyster, RemoFirst, SAP SuccessFactors Employee Central Payroll
Five alternatives
G-P, Papaya Global, Remote, Rippling, Velocity GlobalOne alternative
Papaya GlobalTen alternatives
ADP, Atlas HXM, CloudPay, Dayforce, G-P, Papaya Global, Remote, Rippling, SAP SuccessFactors Employee Central Payroll, Workday PayrollTwo alternatives
Rippling, Velocity GlobalLlama 4 MaverickDeelOne Global PayrollChangedno first choiceno first choiceno first choicenothing named
Three alternatives
G-P, Remote, Velocity GlobalTwo alternatives
Multiplier, Papaya GlobalQwen 3.7 FlashDeelRipplingChangedRemoteagainst: G-P, Velocity GlobalVelocity Globalagainst: Deelno first choiceagainst: Billomat, Deel, Oyster, Papaya Global, Remote, Rippling
Three alternatives
Oyster, Papaya Global, RemoteFour alternatives
ADP, Deel, Remote, Workday PayrollFour alternatives
Deel, Multiplier, Papaya Global, RipplingTwo alternatives
Papaya Global, RemoteKimi K2Papaya Global, RipplingADP GlobalView PayrollChangedagainst: Deel, RemoteDeel, Ripplingagainst: ADP GlobalView/CelergoAtlas HXM, G-Pagainst: Papaya Global, RemoFirst, Remote People, Ripplingno first choiceagainst: Deel, G-P, Papaya Global
Two alternatives
Deel, RemoteThree alternatives
CloudPay, Papaya Global, Safeguard GlobalFour alternatives
G-P, Papaya Global, Remote, Velocity GlobalOne alternative
DeelGLM 4.7 FlashXG-P, Velocity GlobalADPChangedDeel, Remoteagainst: ADPVelocity Globalno first choicenothing named
Three alternatives
Deel, Papaya Global, RemoteThree alternatives
Oracle HCM Cloud, Papaya Global, Workday PayrollSix alternatives
G‑P, Multiplier, Oyster, Papaya Global, Rippling, TopSourceThree alternatives
Deel, Multiplier, RemoteMiniMax M2.5RemoteDeelChangedDeelDeelno first choicenothing named
Three alternatives
Deel, G-P, Papaya GlobalFour alternatives
ADP GlobalView Payroll, Oyster, Remote, RipplingSix alternatives
ADP, G-P, Papaya Global, Remote, Rippling, Velocity GlobalThree alternatives
ADP, Omni HR, RipplingGPT-6 LunaRemoteADP GlobalView PayrollChangedADP GlobalView Payroll, CloudPayMultiplierno first choiceagainst: Deel, Oyster, Papaya Global
Two alternatives
Deel, G-POne alternative
CloudPayFive alternatives
Deel, G-P, Papaya Global, Remote, RipplingMuse Glimmer 30BDeelADP GlobalView PayrollChangedagainst: Deel, Remote, RipplingDeelG-P, Papaya Globalno first choiceagainst: ADP GlobalView/Celergo, Deel, Gusto Employer of Record, Oyster, Papaya Global, Remote
Four alternatives
G-P, Papaya Global, Pebl formerly Velocity Global, RemoteFour alternatives
Dayforce, Papaya Global, SAP SuccessFactors Employee Central Payroll, Workday PayrollEight alternatives
ADP GlobalView Payroll, Alight, CloudPay, Globalization Partners [G-P], Oyster, Papaya Global, Remote, RipplingFive alternatives
Deel, Multiplier, Remote, Safeguard Global, Velocity GlobalBold 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 09:59 | no | 0 | 3 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:26 | yes | 1 | 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 08:54 | no | 0 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:04 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:08 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:52 | yes | 15 | 50 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:05 | yes | 15 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:38 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:45 | yes | 12 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:08 | yes | 2 | 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 09:04 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:47 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:08 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:14 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 5 | 64 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:05 | yes | 10 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:17 | no | 0 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | yes | 2 | 10 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 10:02 | yes | 13 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:24 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 9 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:44 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:03 | yes | 25 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 23 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:12 | yes | 15 | 135 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 15 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:24 | yes | 9 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 19 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 2 | 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 12:29 | no | 0 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 15 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 21 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:50 | yes | 5 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:44 | yes | 24 | 76 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:26 | yes | 24 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | yes | 25 | 64 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 15 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | yes | 16 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:31 | yes | 5 | 8 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 10:45 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:14 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 24 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:32 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:08 | yes | 10 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 12 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 14 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:52 | no | 0 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 4 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:46 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 18 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:50 | yes | 3 | 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 10:32 | no | 0 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 15 | 36 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:17 | yes | 13 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:34 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:04 | yes | 15 | 62 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:54 | yes | 25 | 80 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 25 | 234 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:16 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:26 | yes | 25 | 31 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 Global Payroll read as ADP GlobalView Payroll
ADP Global Payroll (GlobalView + Celergo) read as ADP GlobalView Payroll
ADP Global Payroll (GlobalView/Celergo) read as ADP GlobalView Payroll
ADP GlobalView read as ADP GlobalView Payroll
Atlas read as Atlas HXM
Atlas (Atlas HXM) read as Atlas HXM
Atlas (formerly Elements Global Services) read as Atlas HXM
Ceridian Dayforce read as Dayforce
Gusto read as Gusto Global
Oracle read as Oracle HCM Cloud
Oyster HR read as Oyster
Paychex read as Paychex Flex
Payoneer read as Payoneer Workforce Management
RemotePeople read as Remote People
SAP read as SAP SuccessFactors Employee Central Payroll
SAP SuccessFactors read as SAP SuccessFactors Employee Central Payroll
Strada read as Alight
TopSource Worldwide read as TopSource
Workday read as Workday Payroll
Unresolved, counted raw
ADP Global Payroll—specifically GlobalView
Billomat
Celergo
Global Expansion
Globalization Partners [G-P]
GoGlobal
Gusto Employer of Record
G‑P (Globalization Partners)
Immedis
Oracle Cloud HCM with Payroll
Oracle Global Payroll
Pebl formerly Velocity Global
Randstad Professional Services
Shield GEO
Discontinued, still offered
No shut-down product was recommended here.