| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Benefits administration | Core HR and payroll | 8% | 5 of 67 | 0% | 7 | under 10 labels · led by Gusto at 20% | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Payroll software | Core HR and payroll | 0% | 16 of 58 | 6% | 18 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR compliance and policy management | Core HR and payroll | 0% | 25 of 97 | 0% | 5 | under 10 labels · led by Rippling at 19% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| PEO providers | Core HR and payroll | 0% | 43 of 53 | 50% | 2 | under 10 labels · led by Justworks at 24% | |
| Compensation management | Compensation and total rewards | 0% | 58 of 140 | 0% | 1 | under 10 labels · led by Pave at 18% | newNew since September 2026: not ranked then, 0% now. |
| Global payroll and employer of record | Core HR and payroll | 0% | 41 of 61 | 0% | 1 | under 10 labels · led by Deel at 30% | newNew since September 2026: not ranked then, 0% now. |
| HRIS and HCM platforms | Core HR and payroll | 0% | 29 of 66 | 0% | 1 | under 10 labels · led by Rippling at 26% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Benefits administration | 2% | 9% | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 9 → 5 of 67 |
| HR compliance | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 → 25 of 97 |
| Payroll software | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 16 of 58 |
| PEOs | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 43 of 53, unchanged |
| Compensation management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 58 of 140, unchanged |
| Global payroll | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 41 of 61, unchanged |
| HRIS and HCM platforms | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 29 of 66 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
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 · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 4 | 1 | 1 | 6 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 0 | 5 |
| Perplexity Sonar | 1 | 0 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 0 | 0 | 3 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 3 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 3 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“OnPay (Best Overall Value): OnPay is one of the most budget-friendly, transparently priced platforms on the market.” Gemini 3.5 Flash · Benefits administration · budget prompt · first choice
“OnPay often the better value if you want the lowest-cost, small-business-friendly setup” Perplexity Sonar · Benefits administration · budget prompt · first choice
“1. OnPay - an all-in-one employee management software built for small businesses.” Llama 4 Maverick · Benefits administration · budget prompt · first choice
“OnPay if you want the lowest total cost with benefits administration built-in” Kimi K2 · Benefits administration · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“compare Gusto and OnPay-style HR/payroll platforms, but note that those are not always full PEOs” GPT-5.4 mini · PEOs · budget prompt · soft negative
“Some have reported issues with late tax filings and inaccuracies in payroll calculations” Claude Haiku 4.5 · Payroll software · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 108 of the 111 answers that named OnPay and are not a share of its labels.
304 of the 348 domain citations in answers naming OnPay came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 519 | 5 | 2026-09-18 | ||
| Template or tool | 165 | 0 | 2025-06-25 | ||
| Glossary or explainer | 157 | 0 | 2026-04-24 | ||
| Comparison | 44 | 1 | 2026-08-27 | ||
| Report or ebook | 1 | undated | |||
| News or press | 1 | 0 | 2018-11-30 |
Every page onpay.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What OnPay's own pages state, read September 28, 2026: onpay.com, onpay.com/ledger/pricing-cas-accounting-services, onpay.com/security, onpay.com/payroll/solutions. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when OnPay's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as OnPay, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for OnPay by email, built from the raw record of the edition. It shows: