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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Papaya Global 15%
23G-P15Papaya Global11ADP51others
23% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: G-P (21%) replaces Remote (19% then, 9% now), 13 points clear, inside the 13-point floor.G-P leads at 21%, replacing Remote, which led at 19% and stands at 9% now: 13 points clear, inside the floor, so the swap reads as unsettled.
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
Deel33%Contested▲+7Since September 2026: 29% → 36%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketDeel30%Contested▲+5Since September 2026: 22% → 27%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
G-P23%Contested↗new leaderNew leader since September 2026: G-P (21%) replaces Remote (19% then, 9% now), 13 points clear, inside the 13-point floor.This page
Deel33%Contested▲+7Since September 2026: 29% → 36%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketDeel30%Contested▲+5Since September 2026: 22% → 27%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseG-P23%Contested↗new leaderNew leader since September 2026: G-P (21%) replaces Remote (19% then, 9% now), 13 points clear, inside 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 September 2026
01G-P23%11%36accepted challenger▲+5Since September 2026: 16% → 21%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 21%
G-P23%11%36accepted challenger▲+5Since September 2026: 16% → 21%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 21%02
Papaya Global15%14%51accepted challenger▲+10Since September 2026: 7% → 17%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 17%
Papaya Global15%14%51accepted challenger▲+10Since September 2026: 7% → 17%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 17%03
ADP11%7%15accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 11%
ADP11%7%15accepted challenger▼−1Since September 2026: 12% → 11%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 11%04
ADP GlobalView Payroll11%18%11accepted challenger▼−3Since September 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 11%
ADP GlobalView Payroll11%18%11accepted challenger▼−3Since September 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 11%05Deel9%15%52accepted challenger▼−6Since September 2026: 16% → 11%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 11%
Deel9%15%52accepted challenger▼−6Since September 2026: 16% → 11%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 11%06
Remote8%10%41accepted challenger▼−10Since September 2026: 19% → 9%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 9%
Remote8%10%41accepted challenger▼−10Since September 2026: 19% → 9%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 9%07
Rippling2%13%38accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Rippling2%13%38accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%08
Safeguard Global2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Safeguard Global2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%09
Velocity Global2%9%11accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%
Velocity Global2%9%11accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%10
Multiplier2%27%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Multiplier2%27%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
13
Oyster0%33%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Oyster0%33%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
Atlas HXM0%20%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Atlas HXM0%20%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%11
Dayforce0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Dayforce0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 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.
All twenty-one head-to-head pages: the top seven products, each against each
Deel vs RemoteDeel vs Remote PeopleDeel vs MultiplierRemoFirst vs RipplingRemoFirst vs Papaya GlobalRemoFirst vs RemoteRemoFirst vs Remote PeopleRemoFirst vs MultiplierRippling vs Papaya GlobalRippling vs RemoteRippling vs Remote PeopleRippling vs MultiplierPapaya Global vs RemotePapaya Global vs Remote PeoplePapaya Global vs MultiplierRemote vs Remote PeopleRemote vs MultiplierRemote People vs Multiplier
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
01G-P23%
G-P23%02Papaya Global15%
Papaya Global15%03ADP11%
ADP11%04ADP GlobalView Payroll11%
ADP GlobalView Payroll11%05Deel9%
Deel9%06Remote8%
Remote8%07Rippling2%
Rippling2%08Safeguard Global2%
Safeguard Global2%09Velocity Global2%
Velocity Global2%10Multiplier2%
Multiplier2%11Dayforce0%
Dayforce0%12Atlas HXM0%
Atlas HXM0%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 4.1 Fast, 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.
Deel15%
8 of 52 labels negative · 7 of 14 models · 2 hard negative
“**Deel** | **Cautious / Avoid** | Recurring payroll delays, system errors, support delays, funding-freeze issues, and ongoing legal/PR controversies.” GLM 4.7 FlashX, negative prompt
Papaya Global14%
7 of 51 labels negative · 7 of 14 models
“The platform relies on third-party partners in many regions, which can lead to limited control, inconsistent service quality, and delays in compliance handling.” Claude Haiku 4.5, negative prompt
Oyster33%
6 of 18 labels negative · 6 of 14 models
“Some users report inconsistent support responsiveness and limited configurability for high-complexity workflows” Mistral Small, negative prompt
Remote10%
4 of 41 labels negative · 4 of 14 models · 1 hard negative
“**Remote.com** | **Cautious / Avoid** | Documented service decline, termination-policy changes, slow support, high fees, and FX markups” GLM 4.7 FlashX, 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
78 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. 1173 links across 272 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Deel35 answers · 52 citations · 12 models
vendor site · Alcor28 answers · 37 citations · 11 models
vendor site · Teamed27 answers · 53 citations · 12 models
vendor site · Remote27 answers · 29 citations · 12 models
vendor site · Gartner25 answers · 29 citations · 10 models
vendor site · Wisemonk25 answers · 29 citations · 11 models
vendor site · Pin23 answers · 25 citations · 12 models
20 answers · 32 citations · 10 models
20 answers · 24 citations · 10 models
vendor site · Gloroots19 answers · 26 citations · 10 models
vendor site · Rippling19 answers · 22 citations · 9 models
vendor site · Playroll17 answers · 18 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.
23 answers · 12 models
21 answers · 10 models
21 answers · 12 models
14 answers · 8 models
13 answers · 9 models
12 answers · 9 models
10 answers · 8 models
10 answers · 7 models
10 answers · 7 models
9 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 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 |
|---|---|---|---|---|---|---|---|---|
| G-P globalization-partners.com | 23% | 62 | 110,000 | 11,471 | 16,514 | $302,233 | 120 | |
| ADP adp.com ADP 11%, ADP GlobalView Payroll 11% | 23% | 187 | 2,740,000 | 23,897 | 13,578,070 | $62,421 | 108 | |
| Papaya papayaglobal.com Papaya Global 15% | 15% | 156 | 246,000 | 31,430 | 189,744 company | $8,309 | 11 | 1 |
| Deel deel.com | 9% | 526 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| Remote remote.com | 8% | 213 | 110,000 | 426,655 | 766,598 | $15,858 | 88 | 3 |
| Teamed teamed.global Teamed Global 4%, Teamed 2% | 6% | 4 | ||||||
| Rippling rippling.com | 2% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Safeguard Global safeguardglobal.com | 2% | 17 | 880 | 39 | 23,341 | $871 | 84 | |
| Velocity velocityglobal.com Velocity Global 2% | 2% | 24 | 1,300 | 77 | ||||
| Multiplier usemultiplier.com | 2% | 69 | 9,900 | 71,234 | 69,887 | $4,584 | 120 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (alcor.com, remote.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 4.5G-P, Papaya GlobalADP GlobalView PayrollChangedDeelG-P, Papaya Globalno first choiceagainst: Papaya Global, Remote, Rippling
Two alternatives
Rippling, Velocity GlobalThree alternatives
Dayforce, Deel, Papaya GlobalThree alternatives
Papaya Global, Remote, RipplingGPT-5.4 miniG-PADP GlobalView PayrollChangedDeelRemoteno first choiceagainst: Deel, Multiplier, Oyster, Payoneer Workforce Management, RemoFirst, Remote, Skuad
Three alternatives
Deel, Remote, RipplingThree alternatives
Deel, Papaya Global, RemoteFive alternatives
G-P, Papaya Global, Remote, Rippling, Velocity GlobalTwo alternatives
Deel, OysterGemini 3.5 FlashRemoteADPChangedDeelPapaya Globalno first choiceagainst: ADP, Deel, Multiplier, Oyster, Papaya Global
Three alternatives
Deel, Papaya Global, RipplingThree alternatives
CloudPay, Dayforce, RipplingFive alternatives
ADP, G-P, Papaya Global, Remote, RipplingThree alternatives
Deel, Rippling, Teamed GlobalPerplexity SonarG-PADP GlobalView PayrollChangedG-P, Papaya GlobalDeelno first choicenothing named
Two alternatives
Deel, RipplingFive alternatives
Dayforce, Oracle HCM Cloud, Papaya Global, SAP SuccessFactors Employee Central Payroll, Workday PayrollFive alternatives
Atlas HXM, Deel, Remote, Rippling, Velocity GlobalOne alternative
MultiplierGrok 4.1 FastPapaya GlobalADPChangedADP, Papaya Global, RipplingTeamed Globalagainst: G-P, Oyster, RemoFirstDeel, Lifted, Remoteagainst: Deel, G-P, Papaya Global, Remote
Four alternatives
Deel, G-P, Remote, RipplingThree alternatives
Dayforce, UKG Pro, Workday PayrollFive alternatives
Dayforce, Deel, G-P, Remote, Workday PayrollTwo alternatives
Deel, RemoteMistral Smallno first choiceADP GlobalView PayrollChangedDeelMultiplierno first choiceagainst: Gusto, Oyster, Papaya Global, Rippling
Two alternatives
Remote, RipplingFive alternatives
G-P, Papaya Global, Remote, Rippling, TeamedOne alternative
GlorootsDeepSeek V4 FlashDeelADP GlobalView PayrollChangedAtlas HXM, G-Pagainst: DeelDeel, Teamed Globalagainst: G-P, Ripplingno first choiceagainst: Atlas HXM, Deel, Multiplier, Oyster, RemoFirst, Rippling, Skuad, Velocity Global
Four alternatives
G-P, Papaya Global, Rippling, Velocity GlobalThree alternatives
Alight, CloudPay, Safeguard GlobalSeven alternatives
ADP, CloudPay, Multiplier, Oyster, Papaya Global, Remote, RipplingOne alternative
Papaya GlobalLlama 4 MaverickG-P, Papaya Global, Rippling, Velocity GlobalPapaya GlobalChangedno first choiceno first choiceno first choicenothing named
Two alternatives
ADP, G-PFour alternatives
Deel, Oyster, Papaya Global, Remote PeopleQwen 3.7 FlashG-PGrosspayChangedDeel, RemoteG-P, Neeyamono first choiceagainst: Deel, Lano, Oyster, Savvy
Five alternatives
Deel, Oyster, Papaya Global, Remote, RipplingFive alternatives
ADP, Dayforce, Deel, Remote, RipplingThree alternatives
Papaya Global, Rippling, Safeguard Global ServicesTwo alternatives
Deel, RemoteKimi K2G-P, Papaya GlobalADP, Workday HCMChangedADP, DeelSafeguard Globalno first choiceagainst: Atlas HXM, Deel, Papaya Global, Rippling
Two alternatives
Deel, Safeguard GlobalFour alternatives
CloudPay, Dayforce, Papaya Global, SAP SuccessFactors Employee Central PayrollFive alternatives
G-P, Papaya Global, Remote, SAP SuccessFactors Employee Central Payroll, Workday PayrollTwo alternatives
Atlas HXM, G-PGLM 4.7 FlashXG-PADPChangedDeelagainst: ADP GlobalView PayrollDeelno first choiceagainst: Deel, Remote
Five alternatives
Deel, Papaya Global, Rippling, Safeguard Global, Velocity GlobalFour alternatives
Conduent, Oracle Fusion Cloud HCM, SAP SuccessFactors Employee Central Payroll, Workday PayrollFour alternatives
Omnipresent, Papaya Global, Remote, RipplingTwo alternatives
Multiplier, Papaya GlobalMiniMax M2.5no first choiceADPChangedno first choiceG-P, Papaya Global, Remoteno first choicenothing named
Seven alternatives
Alcor, Atlas HXM, Deel, G‑P, Papaya Global, Rippling, Velocity GlobalThree alternatives
Dayforce, UKG Pro, Workday PayrollTwo alternatives
Deel, RipplingGPT-6 LunaG-PADP GlobalView PayrollChangedDeel, Papaya Global, Remoteagainst: Workday Global Payroll ConnectG-Pno first choiceagainst: ADP GlobalView Payroll, Papaya Global
Two alternatives
Deel, Safeguard GlobalThree alternatives
Oracle HCM Cloud, Papaya Global, SAP SuccessFactors Employee Central PayrollFour alternatives
ADP GlobalView Payroll, CloudPay, Rippling, Safeguard GlobalOne alternative
Papaya GlobalMuse Glimmer 30BGlobalization Partners - G-PADPChangedGlobalization Partners - G-P, Papaya GlobalTeamedno first choiceagainst: CXC Global, G-P, Papaya Global
Three alternatives
Atlas HXM, Papaya Global, RemoteOne alternative
Workday PayrollFive alternatives
Deel, Oyster, Remote, Rippling, SkuadOne alternative
RemoteBold 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 09:21 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 16 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 23 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:13 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:34 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:31 | yes | 19 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:10 | yes | 10 | 53 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:16 | yes | 10 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:32 | yes | 20 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | yes | 5 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:13 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:09 | yes | 23 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:17 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:59 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 15 | 77 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:41 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:34 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:56 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:40 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:11 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:04 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:16 | yes | 20 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:18 | yes | 14 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:05 | yes | 9 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:30 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:34 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:36 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:41 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:10 | yes | 31 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:55 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:00 | yes | 23 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:03 | yes | 14 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:43 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:46 | yes | 10 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:13 | yes | 25 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:41 | yes | 25 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:49 | yes | 19 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:38 | yes | 10 | 37 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:23 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:09 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:22 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 40 | 36 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:13 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:44 | yes | 18 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:00 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:03 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:38 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:08 | yes | 9 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:57 | yes | 20 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:18 | yes | 9 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:15 | yes | 12 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:19 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:52 | yes | 22 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 17 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:21 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 12 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:14 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:30 | yes | 12 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:03 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:08 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:10 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:04 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:43 | no | 0 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:15 | yes | 19 | 97 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:24 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:52 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:19 | yes | 20 | 46 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:45 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:33 | yes | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:15 | yes | 22 | 55 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:31 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:11 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:45 | yes | 13 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:49 | yes | 25 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:19 | yes | 24 | 61 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:11 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:33 | yes | 24 | 153 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:30 | yes | 22 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:12 | yes | 2 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:09 | yes | 23 | 28 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 Global Payroll read as ADP GlobalView Payroll
ADP GlobalView read as ADP GlobalView Payroll
Atlas (by Globalization Partners) read as Atlas HXM
Ceridian read as Dayforce
Ceridian Dayforce read as Dayforce
Oracle read as Oracle HCM Cloud
Oyster HR read as Oyster
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
Workday read as Workday Payroll
Unresolved, counted raw
Atlas Global Group
Conduent
Grosspay (formerly GPG)
G‑P (Global‑Peo)
Lifted
Safeguard Global Services (GTS)
Savvy
Workday Global Payroll Connect
Discontinued, still offered
No shut-down product was recommended here.