Zoho Expense vs Coupa
Zero of fourteen models named Zoho Expense first on the direct prompt; one named Coupa. Zoho Expense was named by eleven of the fourteen models and Coupa by fourteen and Zoho Expense carries 14 labels and Coupa 32, so the shares are not directly comparable.
Named in five categories this edition.
Named in nine 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
Zoho ExpenseFirst choices, of fourteen modelsCoupa
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 4.1 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 Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Expense on the left and Coupa on the right.The direct prompt
Coupa first, Zoho Expense not the choice
1 of 14 modelsZoho Expense was named in the answer but not as the choice, or not at all.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.Neither was named
7 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 Expense2%#3 of 9Coupa0%#– of 9Zoho Expense4%#6 of 12Coupa2%#7 of 12Coupa56%#1 of 14Zoho Expense0%#– of 14What the models said about Zoho Expense
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“the best spend management platforms for companies with a limited budget are BILL Spend & Expense and Zoho Expense” Qwen 3.7 Flash · budget prompt · first choice
What the models said about Coupa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Coupa's expense management module lacks features found in specialized competitors, has no native corporate card” Claude Haiku 4.5 · negative prompt · hard negative
“the platform that coined "business spend management"... Best for: Enterprises that want procurement, invoicing and expense in one business spend management suite.” Muse Glimmer 30B · comparative prompt · first choice
“Coupa — *The Enterprise Leader* ... ~54% first-choice share in enterprise spend management — the clear category leader.” DeepSeek V4 Flash · comparative 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.