| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Accounts receivable automation | Receivables and billing | 13% | 2 of 79 | 0% | 12 | accepted challenger | ▼−1Since September 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| AI accounting assistants | Accounting and close | 11% | 3 of 85 | 8% | 13 | accepted challenger | ▼−10Since September 2026: 18% → 8%, −10 points. Past the 10-point floor: movement. Read over the models both editions asked. |
| Accounting software | Accounting and close | 11% | 4 of 55 | 7% | 27 | accepted challenger | ▲+2Since September 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Account reconciliation | Accounting and close | 10% | 4 of 82 | 0% | 11 | accepted challenger | =heldSince September 2026: 6% → 7%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 9% | 3 of 105 | 0% | 12 | accepted challenger | ▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Fixed asset accounting | Accounting and close | 4% | 9 of 107 | 0% | 6 | under 10 labels · led by Sage Fixed Assets at 34% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Revenue recognition | Accounting and close | 2% | 19 of 77 | 0% | 2 | under 10 labels · led by Maxio at 20% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts payable automation | Spend and procurement | 0% | 19 of 54 | 0% | 5 | under 10 labels · led by Ramp at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Invoicing software | Receivables and billing | 0% | 20 of 71 | 0% | 5 | under 10 labels · led by Zoho Invoice at 24% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash application | Receivables and billing | 0% | 36 of 83 | 25% | 4 | 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. |
| Sales tax automation | Tax and compliance | 0% | 20 of 37 | 25% | 4 | under 10 labels · led by Avalara AvaTax at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Business bill pay | Treasury and cash | 0% | 28 of 98 | 0% | 3 | under 10 labels · led by BILL at 32% | newNew since September 2026: not ranked then, 0% now. |
| Lease accounting | Accounting and close | 0% | 43 of 71 | 33% | 3 | under 10 labels · led by FinQuery at 29% | newNew since September 2026: not ranked then, 0% now. |
| Cash flow forecasting | Treasury and cash | 0% | 54 of 101 | 0% | 1 | under 10 labels · led by Agicap at 13% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial close management | Accounting and close | 0% | 43 of 85 | 0% | 1 | under 10 labels · led by FloQast at 55% | newNew since September 2026: not ranked then, 0% now. |
| Global e-invoicing compliance | Tax and compliance | 0% | 111 of 136 | 0% | 1 | under 10 labels · led by Avalara E-Invoicing at 25% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Supplier management | Spend and procurement | 0% | 72 of 111 | 0% | 1 | under 10 labels · led by Precoro at 14% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| AI accounting assistants | 18% | 8% | ▼−10Since September 2026: 18% → 8%, −10 points. Past the 10-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 2 → 3 of 85 |
| Fixed asset accounting | 0% | 5% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 84 → 9 of 107 |
| 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 14 → 36 of 83 |
| Global e-invoicing compl | 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 16 → 111 of 136 |
| Financial reporting | 8% | 6% | ▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 3 of 105 |
| Revenue recognition | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 19 of 77 |
| Accounting software | 8% | 10% | ▲+2Since September 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 of 55, unchanged |
| Accounts receivable auto | 15% | 14% | ▼−1Since September 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 2 of 79 |
| Account reconciliation | 6% | 7% | =heldSince September 2026: 6% → 7%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 4 of 82 |
| Accounts payable automat | 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 21 → 19 of 54 |
| Invoicing 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 29 → 20 of 71 |
| Sales tax automation | 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 14 → 20 of 37 |
| Business bill pay | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 28 of 98, unchanged |
| Lease accounting | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 43 of 71, unchanged |
| Cash flow forecasting | 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 → 54 of 101 |
| Financial close manageme | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 43 of 85, unchanged |
| Supplier management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 111, 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 | 1 | 10 | 0 | 0 | 11 |
| GPT-5.4 mini | 2 | 3 | 0 | 1 | 6 |
| Gemini 3.5 Flash | 0 | 6 | 2 | 0 | 8 |
| Perplexity Sonar | 2 | 4 | 0 | 0 | 6 |
| Grok 4.1 Fast | 2 | 5 | 1 | 0 | 8 |
| Mistral Small | 1 | 3 | 0 | 2 | 6 |
| DeepSeek V4 Flash | 2 | 5 | 2 | 0 | 9 |
| Llama 4 Maverick | 1 | 1 | 3 | 0 | 5 |
| Qwen 3.7 Flash | 2 | 3 | 1 | 0 | 6 |
| Kimi K2 | 4 | 4 | 1 | 1 | 10 |
| GLM 4.7 FlashX | 4 | 4 | 2 | 0 | 10 |
| MiniMax M2.5 | 2 | 2 | 4 | 0 | 8 |
| GPT-6 Luna | 6 | 2 | 0 | 1 | 9 |
| Muse Glimmer 30B | 3 | 3 | 2 | 1 | 9 |
Verbatim evidence the judge attached to positive labels.
“The Best Overall Value: Zoho Books ... It offers the most comprehensive "AI-like" features (called Zia) at the lowest price point among major platforms.” Qwen 3.7 Flash · AI accounting assistants · budget prompt · first choice
“My top recommendation: For most small businesses on a limited budget, Zoho Books offers the best balance of cost and capability” DeepSeek V4 Flash · Accounting software · budget prompt · first choice
“Zoho Books — Best Free Option with Reconciliation ... One of the few platforms that includes bank reconciliation in its free plan” Kimi K2 · Account reconciliation · budget prompt · first choice
“Best Value Paid Option: Zoho Books ... Go with Zoho Books for better automation, more robust reporting, and room to grow.” Kimi K2 · Financial reporting · 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.
“Its AI capabilities are helpful, but the bigger differentiator is usually price and platform fit rather than best-in-class accounting AI.” GPT-5.4 mini · AI accounting assistants · comparative prompt · soft negative
“Affordable and user-friendly, but with limited advanced features compared to dedicated tax solutions.” Mistral Small · Sales tax automation · comparative prompt · soft negative
“While not a dedicated lease accounting platform, it provides automation and customization features” Muse Glimmer 30B · Lease accounting · budget prompt · soft negative
“Zoho Books free tier can get you started, though with limited automation” Kimi K2 · Cash application · budget 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 326 of the 341 answers that named Zoho Books and are not a share of its labels.
673 of the 741 domain citations in answers naming Zoho Books 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 Zoho Books's own pages state, read September 28, 2026: zoho.com/books/what-is-zoho-books, zoho.com/books/free-accounting-software, zoho.com/commerce/zoho-books-integration, zoho.com/books/bookkeeping-software.html, zoho.com/books/accounting-software-features. 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 Zoho Books'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 Zoho Books, 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 Zoho Books by email, built from the raw record of the edition. It shows:
Zoho Books is among the products AI models recommend first in Accounts receivable automation this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Zoho Books is among the products AI models recommend first in AI accounting assistants this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Zoho Books is among the products AI models recommend first in Financial reporting and dashboards this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.