Brex vs Zoho Expense
Zero of fourteen models named Brex first on the direct prompt; zero named Zoho Expense. Brex was named by fourteen of the fourteen models and Zoho Expense by twelve and Brex carries 42 labels and Zoho Expense 14, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in five categories this edition.
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 spend management platforms page.
By framing
BrexFirst choices, of fourteen modelsZoho Expense
Across every category in the November 2026 Edition, Brex and Zoho Expense were named in the same answer eighty-nine times, of the 605 answers naming Brex and the 211 naming Zoho Expense. In those answers Zoho Expense took the first choice twelve times and Brex six.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| 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 | | |
Brex Zoho Expense first choice named as an alternative argued againstblank: not namedEach cell is one answer, Brex on the left and Zoho Expense on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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
Zoho Expense15%#3 of 14Brex2%#4 of 14Brex5%#5 of 14Zoho Expense5%#7 of 14Brex0%#14 of 18Zoho Expense0%#– of 18What the models said about Brex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Who Should Avoid It: Bootstrapped SMBs, traditional main-street businesses, and mid-market firms without institutional venture backing.” Gemini 3.5 Flash · negative prompt · hard negative
“Ramp, Brex, Spendesk | Fast-growing mid-market companies wanting corporate cards, AP, expenses, and automated savings in one clean UI.” Gemini 3.5 Flash · scale prompt · first choice
What the models said about Zoho Expense
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“If you need a free or very low-cost solution, Zoho Expense and BILL Spend & Expense are excellent choices.” Mistral Small · budget prompt · first choice
“Zoho Expense stands out as the best spend management platform for companies with a limited budget” Grok 4.20 · budget 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.