| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Expense management | Spend and procurement | 21% | 2 of 54 | 5% | 38 | accepted challenger | ▲+5Since September 2026: 17% → 22%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Telecom expense management | Spend and procurement | 6% | 5 of 89 | 0% | 7 | under 10 labels · led by Genuity at 19% | |
| Spend management platforms | Spend and procurement | 4% | 6 of 46 | 0% | 14 | accepted challenger | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate travel management | Spend and procurement | 0% | 56 of 61 | 50% | 6 | under 10 labels · led by Navan at 53% | =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% | 74 of 98 | 0% | 1 | under 10 labels · led by BILL at 32% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Telecom expense mgmt | 0% | 7% | newNew since September 2026: not ranked then, 7% now. | New this edition | Rank 5 of 89, unchanged |
| Expense management | 17% | 22% | ▲+5Since September 2026: 17% → 22%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 of 54, unchanged |
| Spend management platfor | 0% | 4% | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 6 of 46 |
| Corporate travel managem | 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 19 → 56 of 61 |
| Business bill pay | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 74 of 98, 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 | 2 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 0 | 4 |
| Perplexity Sonar | 1 | 0 | 1 | 1 | 3 |
| Grok 4.1 Fast | 1 | 4 | 1 | 1 | 7 |
| Mistral Small | 2 | 1 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 1 | 5 | 2 | 0 | 8 |
| Llama 4 Maverick | 1 | 0 | 0 | 1 | 2 |
| Qwen 3.7 Flash | 3 | 2 | 1 | 0 | 6 |
| Kimi K2 | 2 | 1 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 2 | 4 | 1 | 1 | 8 |
| MiniMax M2.5 | 1 | 3 | 0 | 0 | 4 |
| GPT-6 Luna | 0 | 2 | 1 | 0 | 3 |
| Muse Glimmer 30B | 1 | 2 | 2 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“If you have 3 or fewer users: Go with Zoho Expense's free plan — it's the most generous truly free option with real features.” DeepSeek V4 Flash · Expense management · budget prompt · first choice
“Zoho Expense free tier or Wave free accounting for pure tracking... Zoho Expense at ~$3/user/mo once you outgrow the free tier.” Muse Glimmer 30B · Expense management · budget prompt · first choice
“the best spend management platforms for companies with a limited budget are BILL Spend & Expense and Zoho Expense” Qwen 3.7 Flash · Spend management platfor · budget prompt · first choice
“Start with Zoho Expense - it offers the best combination of affordability (free tier), features, and trial period.” GLM 4.7 FlashX · Telecom expense mgmt · 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.
“Zoho Expense - has poor and slow customer support, glitches, bugs, and performance issues.” Llama 4 Maverick · Expense management · negative prompt · hard negative
“Review pages for tools like Zoho Expense mention pricing complaints from users, especially around subscriptions and minimum billing.” GPT-5.4 mini · Expense management · negative prompt · soft negative
“Cons: Not a travel booking platform on its own; you'd need a separate booking tool.” GLM 4.7 FlashX · Corporate travel managem · budget prompt · soft negative
“More expense-centric, with travel booking and reimbursements layered in.” Perplexity Sonar · Corporate travel managem · comparative 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 186 of the 195 answers that named Zoho Expense and are not a share of its labels.
686 of the 686 domain citations in answers naming Zoho Expense 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 Expense's own pages state, read September 28, 2026: zoho.com/expense/pricing, zoho.com/expense/mobile-apps, zoho.com/expense/pricing-models, zoho.com/expense/expense-features, zoho.com/expense/navan-alternative. 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 Expense'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 Expense, 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 Expense by email, built from the raw record of the edition. It shows:
Zoho Expense is among the products AI models recommend first in Expense management 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.