Zoho Expense vs Rippling Spend
Zero of twelve models named Zoho Expense first on the direct prompt; two named Rippling Spend. Both were named by all twelve models and Zoho Expense carries 31 labels and Rippling Spend 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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.
By framing
Zoho ExpenseFirst choices, of twelve modelsRippling Spend
Across every category in the September 2026 Edition, Zoho Expense and Rippling Spend were named in the same answer eighteen times, of the 141 answers naming Zoho Expense and the 116 naming Rippling Spend. In those answers Rippling Spend took the first choice zero times and Zoho Expense four.
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 | | |
Zoho Expense Rippling Spend first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Expense on the left and Rippling Spend on the right.The direct prompt
Rippling Spend first, Zoho Expense not the choice
2 of 12 modelsZoho Expense was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 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 Expense36%#1 of 7Rippling Spend0%#– of 7Zoho Expense17%#2 of 11Rippling Spend9%#4 of 11Zoho Expense3%#7 of 9Rippling Spend3%#– of 9What 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 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
What the models said about Rippling Spend
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Rippling Spend – Best if you want one platform that ties HR, payroll, and expense reporting together.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
“the strongest all-around pick right now is often Rippling Spend” GPT-5.4 mini · 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.