| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contractor payments | Spend and procurement | 6% | 7 of 98 | 6% | 17 | accepted challenger | ▲+2Since September 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Contractor payments | 5% | 7% | ▲+2Since September 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 9 → 7 of 98 |
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 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 · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“the best fit is usually QuickBooks if you already need accounting, invoices, and 1099 filing in one place” Perplexity Sonar · Contractor payments · budget prompt · first choice
“best value pick is usually QuickBooks Contractor Payments” GPT-5.4 mini · Contractor payments · budget prompt · first choice
“QuickBooks Contractor Payments (Best Overall Value)” Qwen 3.7 Flash · Contractor payments · budget prompt · first choice
“QuickBooks Contractor Payments / QuickBooks Free ... QuickBooks Free makes it easy to track payments and handle tax compliance” Muse Glimmer 30B · Contractor payments · budget prompt · alternative
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.
“you have outgrown SMB tools like Gusto or basic QuickBooks” Gemini 3.5 Flash · Contractor payments · direct 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 47 of the 47 answers that named QuickBooks Contractor Payments and are not a share of its labels.
210 of the 210 domain citations in answers naming QuickBooks Contractor Payments 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.
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 QuickBooks Contractor Payments'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 QuickBooks Contractor Payments, 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 QuickBooks Contractor Payments by email, built from the raw record of the edition. It shows: