| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Customer support and helpdesk | Customer | 12% | 4 of 55 | 0% | 36 | accepted challenger | ▼−12Since September 2026: 23% → 11%, −12 points. Past the 11-point floor: movement. Read over the models both editions asked. |
| Knowledge base and self-service | Customer | 0% | 22 of 88 | 0% | 6 | under 10 labels · led by Notion at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Chatbots and conversational AI for support | Customer | 0% | 45 of 114 | 0% | 3 | under 10 labels · led by Intercom Fin AI Agent at 41% | ▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Customer success platforms | Customer | 0% | 39 of 49 | 50% | 2 | under 10 labels · led by ChurnZero at 42% | newNew since September 2026: not ranked then, 0% now. |
| Contact center platforms | Customer | 0% | 62 of 86 | 0% | 1 | under 10 labels · led by Five9 at 18% | |
| Conversational marketing platforms | Marketing | 0% | 60 of 87 | 0% | 1 | under 10 labels · led by Tidio at 13% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Helpdesk | 23% | 11% | ▼−12Since September 2026: 23% → 11%, −12 points. Past the 11-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 2 → 4 of 55 |
| Support chatbots | 7% | 0% | ▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 45 of 114 |
| Knowledge base | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 29 → 22 of 88 |
| Customer success | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 39 of 49, unchanged |
| Contact center | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 86, unchanged |
| Conversational mktg | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 60 of 87, 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 11 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 | 4 | 0 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 3 | 1 | 1 | 5 |
| Grok 4.1 Fast | 0 | 3 | 2 | 0 | 5 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 4 | 2 | 0 | 7 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 2 | 1 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 1 | 4 | 1 | 0 | 6 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 2 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“The best overall value for a small to medium-sized business (SMB) that needs to handle multiple support channels.” GLM 4.7 FlashX · Helpdesk · budget prompt · first choice
“Best Overall Value (SaaS): Zoho Desk ... the most robust hosted helpdesk you can get for the lowest price” Gemini 3.5 Flash · Helpdesk · budget prompt · first choice
“More affordable at scale, AI included in price, better for Zoho ecosystem users” Kimi K2 · Helpdesk · negative prompt · first choice
“Zoho Desk or Freshdesk offer the best value with robust features” Kimi K2 · Helpdesk · 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.
“cheaper support tools, but they are more customer service platforms than full customer success platforms” Perplexity Sonar · Customer success · 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 130 of the 136 answers that named Zoho Desk and are not a share of its labels.
468 of the 468 domain citations in answers naming Zoho Desk 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 Desk's own pages state, read September 28, 2026: zoho.com/desk/why-choose-zoho-desk.html, zoho.com/desk/zohodesk-zendesk-quiz.html, zoho.com/assist/zoho-desk-integration.html, zoho.com/analytics/zoho-desk-advanced-analytics.html, zoho.com/analytics/zoho-desk-analytics-solutions.html. 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 Desk'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 Desk, 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 Desk by email, built from the raw record of the edition. It shows: