| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Global payroll and employer of record | Core HR and payroll | 9% | 4 of 61 | 19% | 42 | accepted challenger | ▼−3Since September 2026: 13% → 10%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| PEO providers | Core HR and payroll | 2% | 10 of 53 | 0% | 4 | under 10 labels · led by Justworks at 24% | |
| Payroll software | Core HR and payroll | 0% | 21 of 58 | 0% | 5 | under 10 labels · led by Rippling at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Contingent workforce management | Workforce planning and analytics | 0% | 97 of 121 | 50% | 4 | under 10 labels · led by VectorVMS at 16% | =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 |
|---|---|---|---|---|---|
| Global payroll | 13% | 10% | ▼−3Since September 2026: 13% → 10%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 4 of 61 |
| PEOs | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 10 of 53, unchanged |
| 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 20 → 21 of 58 |
| Contingent workforce man | 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 36 → 97 of 121 |
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 | 2 | 2 | 1 | 5 |
| GPT-5.4 mini | 0 | 0 | 1 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 5 | 1 | 2 | 8 |
| Perplexity Sonar | 0 | 2 | 0 | 1 | 3 |
| Grok 4.1 Fast | 0 | 2 | 4 | 1 | 7 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 1 | 2 | 0 | 1 | 4 |
| GLM 4.7 FlashX | 2 | 3 | 1 | 1 | 7 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 1 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“Papaya is widely considered the leading global payments and payroll platform... Choose Papaya Global if you want the most powerful technology” Qwen 3.7 Flash · Global payroll · paraphrase prompt · first choice
“or Papaya Global if you're scaling internationally and need deeper financial controls. Both are built for your company size” Kimi K2 · Global payroll · paraphrase prompt · first choice
“Rippling (at $8/employee) and Papaya Global (at $25/employee) offer the lowest flat rates” GLM 4.7 FlashX · PEOs · budget prompt · first choice
“the best global payroll provider for a mid-sized B2B company would be Papaya Global” Llama 4 Maverick · Global payroll · paraphrase 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.
“Papaya Global: Repeated issues with payroll delays, tax filing errors, and poor support response times in complex markets” Grok 4.1 Fast · Global payroll · negative prompt · hard negative
“Avoid Papaya Global unless you have a dedicated compliance person reviewing every payroll cycle manually.” DeepSeek V4 Flash · Global payroll · negative prompt · hard negative
“Implementation runs 8-12 weeks in complex environments... EOR delivered via in-country partners, so service quality varies by market” Muse Glimmer 30B · Global payroll · negative prompt · soft negative
“High-Growth EOR & Contractor Compliance Platforms (e.g., Deel, Remote, Papaya Global)... they have faced growing pains” Gemini 3.5 Flash · Contingent workforce man · 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 156 of the 159 answers that named Papaya Global and are not a share of its labels.
453 of the 453 domain citations in answers naming Papaya Global 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.
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 Papaya Global's own pages state, read September 28, 2026: papayaglobal.com. 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 Papaya Global'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 Papaya Global, 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 Papaya Global by email, built from the raw record of the edition. It shows: