Expense management · October 2026 Edition
Zoho Expense vs Navan
Zero of fourteen models named Zoho Expense first on the direct prompt; two named Navan. Both were named by all fourteen models and Zoho Expense carries 38 labels and Navan 27, so the shares are not directly comparable.
Named in five categories this edition.
Named in four categories this edition.
First-choice share21%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels3827A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Zoho Expense reading right to left. Rank and label count are printed, not drawn.Ramp was named alongside these two in ten of the fourteen direct answers. Ramp vs Zoho Expense · Ramp vs Navan · Zoho Expense vs Expensify
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the expense management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Zoho ExpenseFirst choices, of fourteen modelsNavan
Direct02
Paraphrase00
Comparative00
Budget-constrained1101 against Navan
Scale-constrained00
Negative102 against Zoho Expense · 1 against Navan
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Zoho Expense and Navan stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | | |
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | ||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | |
Zoho Expense Navan first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Expense on the left and Navan on the right.The direct prompt
The plain question, one answer per model, grouped by where Zoho Expense and Navan stood in it.
Navan first, Zoho Expense not the choice
2 of 14 modelsZoho Expense was named in the answer but not as the choice, or not at all.Grok 4.1 FastNavan alternatives: Expensify, Rippling Spend
Muse Glimmer 30BNavan, SAP Concur alternatives: Airbase, Paylocity, Rippling Spend, Rydoo
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Ramp, Spendesk alternatives: Airbase, BILL Spend & Expense, Brex, Navan
GPT-5.4 miniRippling Spend alternatives: Brex, Navan, Payhawk, Ramp, SAP Concur
Gemini 3.5 FlashRamp alternatives: Airbase, Brex, Navan, Rippling Spend
GLM 4.7 FlashXAirbase, Ramp alternatives: Expensify, Rippling Spend, SAP Concur, Zoho Expense
MiniMax M2.5Expensify, Rippling Spend, SAP Concur alternatives: Airwallex, BILL Spend & Expense, Navan, Paylocity, Ramp
GPT-6 LunaRamp alternatives: Brex, Navan, SAP Concur
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarPayhawk alternatives: BILL Spend & Expense, Expensify, Procurify, SAP Concur
Mistral SmallAirbase alternatives: BILL Spend & Expense, Eco, Ramp
DeepSeek V4 FlashAirbase, Ramp alternatives: Brex, Payhawk
Llama 4 Maverickno first choice
Qwen 3.7 FlashBrex, Ramp alternatives: BILL Spend & Expense, Expensify, Rydoo
Kimi K2Expensify, Ramp alternatives: Brex, Emburse
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Zoho Expense leads by thirty-seven points.
Zoho Expense37%#1 of 8Navan0%#– of 8Mid-marketThe figures above
Zoho Expense leads by seventeen points.
Zoho Expense21%#2 of 11Navan4%#6 of 11Enterprise
Level: the same share of first choices.
Zoho Expense0%#10 of 10Navan0%#6 of 10What the models said about Zoho Expense
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Zoho Expense - has poor and slow customer support, glitches, bugs, and performance issues.” Llama 4 Maverick · 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 · negative prompt · soft negative
“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 · 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 · budget prompt · first choice
What the models said about Navan
No label in this category carried a quote.
Also compared
Ramp vs Zoho ExpenseRamp vs NavanZoho Expense vs ExpensifyZoho Expense vs BILL Spend & ExpenseZoho Expense vs BrexZoho Expense vs Rippling SpendZoho Expense vs SAP ConcurExpensify vs NavanBILL Spend & Expense vs NavanBrex vs NavanNavan vs Rippling SpendNavan vs SAP ConcurAll twenty-eight head-to-head pages and the full expense management standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.