| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Revenue recognition | Accounting and close | 8% | 5 of 77 | 41% | 17 | criticized challenger | ▲+3Since September 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Account reconciliation | Accounting and close | 8% | 5 of 82 | 15% | 20 | accepted challenger | ▼−2Since September 2026: 10% → 9%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| AI accounting assistants | Accounting and close | 2% | 9 of 85 | 14% | 42 | accepted challenger | ▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash application | Receivables and billing | 2% | 22 of 83 | 33% | 3 | under 10 labels · led by Versapay at 9% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 2% | 10 of 105 | 15% | 26 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Supplier management | Spend and procurement | 2% | 14 of 111 | 0% | 5 | under 10 labels · led by Precoro at 14% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounting software | Accounting and close | 0% | 10 of 55 | 40% | 43 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Global e-invoicing compliance | Tax and compliance | 0% | 22 of 136 | 6% | 18 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts receivable automation | Receivables and billing | 0% | 69 of 79 | 40% | 5 | under 10 labels · led by Upflow at 17% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial consolidation | Accounting and close | 0% | 83 of 102 | 40% | 5 | under 10 labels · led by Prophix at 24% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial close management | Accounting and close | 0% | 58 of 85 | 33% | 3 | under 10 labels · led by FloQast at 55% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate tax provision | Tax and compliance | 0% | 86 of 102 | 50% | 2 | under 10 labels · led by Thomson Reuters ONESOURCE Tax Provision at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Crypto accounting | Accounting and close | 0% | 23 of 54 | 0% | 2 | under 10 labels · led by Bitwave at 27% | |
| FP&A platforms | Planning and analysis | 0% | 62 of 74 | 50% | 2 | under 10 labels · led by Planful at 20% | newNew since September 2026: not ranked then, 0% now. |
| Business bill pay | Treasury and cash | 0% | 48 of 98 | 0% | 1 | under 10 labels · led by BILL at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Treasury management systems | Treasury and cash | 0% | 99 of 124 | 0% | 1 | under 10 labels · led by Trovata at 28% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Revenue recognition | 6% | 9% | ▲+3Since September 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 of 77, unchanged |
| AI accounting assistants | 0% | 3% | ▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 15 → 9 of 85 |
| Financial consolidation | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 83 of 102 |
| Cash application | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 22 of 83 |
| Supplier management | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 44 → 14 of 111 |
| Account reconciliation | 10% | 9% | ▼−2Since September 2026: 10% → 9%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 5 of 82 |
| Financial reporting | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 14 → 10 of 105 |
| Accounting software | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 10 of 55 |
| Global e-invoicing compl | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 24 → 22 of 136 |
| Accounts receivable auto | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 35 → 69 of 79 |
| Financial close manageme | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 29 → 58 of 85 |
| Corporate tax provision | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 52 → 86 of 102 |
| Crypto accounting | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 23 of 54, unchanged |
| FP&A platforms | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 74, unchanged |
| Business bill pay | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 55 → 48 of 98 |
| Treasury management syst | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 99 of 124, unchanged |
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 | 3 | 3 | 5 | 0 | 11 |
| GPT-5.4 mini | 3 | 4 | 0 | 0 | 7 |
| Gemini 3.5 Flash | 1 | 4 | 2 | 9 | 16 |
| Perplexity Sonar | 5 | 6 | 1 | 4 | 16 |
| Grok 4.1 Fast | 2 | 4 | 7 | 9 | 22 |
| Mistral Small | 4 | 5 | 2 | 2 | 13 |
| DeepSeek V4 Flash | 2 | 5 | 4 | 5 | 16 |
| Llama 4 Maverick | 1 | 3 | 4 | 1 | 9 |
| Qwen 3.7 Flash | 2 | 11 | 4 | 5 | 22 |
| Kimi K2 | 3 | 3 | 8 | 2 | 16 |
| GLM 4.7 FlashX | 1 | 5 | 5 | 1 | 12 |
| MiniMax M2.5 | 4 | 5 | 2 | 2 | 13 |
| GPT-6 Luna | 3 | 2 | 0 | 3 | 8 |
| Muse Glimmer 30B | 0 | 6 | 5 | 3 | 14 |
Verbatim evidence the judge attached to positive labels.
“QuickBooks Online – Offers basic revenue recognition features as part of its accounting suite, with plans starting around $15–$30 per month.” Mistral Small · Revenue recognition · budget prompt · first choice
“QuickBooks Online is the safest default choice because it combines built-in AI features with broad small-business accounting coverage” Perplexity Sonar · AI accounting assistants · budget prompt · first choice
“Strongest all-around choice for U.S. SMBs. ... Pick QuickBooks if you want the safest default for a U.S. small business.” GPT-5.4 mini · AI accounting assistants · comparative prompt · first choice
“Market Position: The U.S. small business standard ... Best For: Most U.S. small businesses that want the "safe default"” Kimi K2 · Accounting software · comparative 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.
“Doesn't automate performance obligations, variable pricing, or deferred revenue properly under ASC 606” Grok 4.1 Fast · Revenue recognition · negative prompt · hard negative
“The "Hard No": Basic Accounting Software ... Examples: QuickBooks Online, Xero, Wave.” Qwen 3.7 Flash · Revenue recognition · negative prompt · hard negative
“"Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs"” Muse Glimmer 30B · Revenue recognition · negative prompt · hard negative
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash · Account reconciliation · paraphrase prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 621 of the 667 answers that named QuickBooks Online and are not a share of its labels.
1,190 of the 1,190 domain citations in answers naming QuickBooks Online 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 QuickBooks Online's own pages state, read September 28, 2026: quickbooks.ninja/guides/quickbooks-online-company-migration, quickbooks.ninja/guides/backup-quickbooks-online-to-sql-server, quickbooks.ninja/guides/quickbooks-online-to-desktop-conversion, quickbooks.ninja/guides/quickbooks-downgrade-what-transfers-what-resets. 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 QuickBooks Online'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 Online, 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 Online by email, built from the raw record of the edition. It shows: