Zero of twelve models named Zoho Expense first on the direct prompt; two named Navan. Zoho Expense was named by twelve of the twelve models and Navan by eleven and Zoho Expense carries 31 labels and Navan 29, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)” Mistral Small · negative prompt · soft negative
“the strongest overall choice is usually Zoho Expense because it is repeatedly identified as the best budget-friendly option” Perplexity Sonar · budget prompt · first choice
“The best expense management software for a company with a limited budget includes Zoho Expense, BILL Spend & Expense, and Ramp.” Llama 4 Maverick · budget prompt · first choice
“Zoho Expense – Best overall for most businesses, offering strong automation and integration with Zoho's ecosystem.” Mistral Small · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Navan consistently ranks as the top all-in-one travel and expense platform, with leading scores for overall satisfaction, ease of use” Claude Haiku 4.5 · direct prompt · first choice
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.