| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Accounts payable automation | Spend and procurement | 0% | 47 of 54 | 0% | 1 | under 10 labels · led by Ramp at 22% | newNew since September 2026: not ranked then, 0% now. |
| Cash flow forecasting | Treasury and cash | 0% | 96 of 101 | 100% | 1 | under 10 labels · led by Agicap at 13% | newNew since September 2026: not ranked then, 0% now. |
| Financial close management | Accounting and close | 0% | 42 of 85 | 0% | 1 | under 10 labels · led by FloQast at 55% | |
| Global e-invoicing compliance | Tax and compliance | 0% | 122 of 136 | 100% | 1 | under 10 labels · led by Avalara E-Invoicing at 25% | newNew since September 2026: not ranked then, 0% now. |
| Invoicing software | Receivables and billing | 0% | 61 of 71 | 100% | 1 | 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. |
| Procure-to-pay | Spend and procurement | 0% | 78 of 87 | 100% | 1 | under 10 labels · led by Procurify at 42% | newNew since September 2026: not ranked then, 0% now. |
| Supplier management | Spend and procurement | 0% | 90 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 |
|---|---|---|---|---|---|
| Accounts payable automat | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 47 of 54, unchanged |
| Cash flow forecasting | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 96 of 101, unchanged |
| Financial close manageme | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 42 of 85, unchanged |
| Global e-invoicing compl | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 122 of 136, unchanged |
| 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 68 → 61 of 71 |
| Procure-to-pay | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 78 of 87, unchanged |
| Supplier management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 90 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 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Zoho for feature breadth per dollar” Muse Glimmer 30B · Financial close manageme · negative 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.
“Avoid: Tools that are built on top of generic platforms (like Salesforce or Zoho) without dedicated financial engineering” Qwen 3.7 Flash · Cash flow forecasting · negative prompt · hard negative
“Not a dedicated P2P platform\u2014you\u2019ll need to piece together modules, and advanced workflow automation is limited.” DeepSeek V4 Flash · Procure-to-pay · budget prompt · soft negative
“free tiers from tools like Wave, Zoho, and Square can still have limits or fees” Perplexity Sonar · Invoicing software · negative prompt · soft negative
“SMB-only like basic Xero/Zoho” Grok 4.1 Fast · Global e-invoicing compl · 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 12 of the 14 answers that named Zoho and are not a share of its labels.
Thirty-seven of the thirty-seven domain citations in answers naming Zoho 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 |
|---|---|---|---|---|---|
| Report or ebook | 247 | 1 | 2026-09-09 | ||
| Case study | 196 | undated | |||
| Template or tool | 183 | undated | |||
| Conference or event | 170 | undated | |||
| Blog | 164 | 12 | 2026-09-28 | ||
| Comparison | 82 | 0 | 2015-12-11 | ||
| Podcast or video | 65 | undated | |||
| News or press | 44 | undated | |||
| Glossary or explainer | 35 | 0 | 2021-07-15 | ||
| Webinar or virtual event | 32 | undated |
Every page zoho.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. 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 Zoho's own pages state, read October 5, 2026: zoho.com, zoho.com/assist/pricing.html, zoho.com/ae/expense/security, zoho.com/ae/invoice/features, zoho.com/ae/books/customers. 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'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, 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 by email, built from the raw record of the edition. It shows: