# Zoho Expense vs Rippling Spend: which do AI models recommend for expense management, October 2026

Finance AI Recommendation Index, October 2026 Edition, Expense management. Zero of fourteen models named Zoho Expense first on the direct prompt; two named Rippling Spend. Page: https://finance-ai-index.com/spend/expense-management/zoho-expense-vs-rippling-spend/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Zoho Expense | 21% | #2 of 11 | 5% | 38 | 14 of 14 |
| Rippling Spend | 4% | #7 of 11 | 8% | 24 | 13 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: rippling spend first (first choices: Rippling Spend) (alternatives: Brex, Navan, Payhawk, Ramp, SAP Concur)
- MiniMax M2.5: rippling spend first (first choices: Expensify, Rippling Spend, SAP Concur) (alternatives: Airwallex, BILL Spend & Expense, Navan, Paylocity, Ramp)
- Gemini 3.5 Flash: neither first, one named (first choices: Ramp) (alternatives: Airbase, Brex, Navan, Rippling Spend)
- Grok 4.1 Fast: neither first, one named (first choices: Navan) (alternatives: Expensify, Rippling Spend)
- GLM 4.7 FlashX: neither first, one named (first choices: Airbase, Ramp) (alternatives: Expensify, Rippling Spend, SAP Concur, Zoho Expense)
- Muse Glimmer 30B: neither first, one named (first choices: Navan, SAP Concur) (alternatives: Airbase, Paylocity, Rippling Spend, Rydoo)
- Claude Haiku 4.5: neither named (first choices: Ramp, Spendesk) (alternatives: Airbase, BILL Spend & Expense, Brex, Navan)
- Perplexity Sonar: neither named (first choices: Payhawk) (alternatives: BILL Spend & Expense, Expensify, Procurify, SAP Concur)
- Mistral Small: neither named (first choices: Airbase) (alternatives: BILL Spend & Expense, Eco, Ramp)
- DeepSeek V4 Flash: neither named (first choices: Airbase, Ramp) (alternatives: Brex, Payhawk)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Brex, Ramp) (alternatives: BILL Spend & Expense, Expensify, Rydoo)
- Kimi K2: neither named (first choices: Expensify, Ramp) (alternatives: Brex, Emburse)
- GPT-6 Luna: neither named (first choices: Ramp) (alternatives: Brex, Navan, SAP Concur)

## What the models said about Zoho Expense

- "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 Rippling Spend

- "Reviews of broad platforms like Rippling note the initial setup can feel like a larger undertaking than a standalone expense tool." (GPT-5.4 mini, negative prompt, soft negative)
- "Rippling Spend if you want the best balance of usability, automation, and internal-system integration." (GPT-5.4 mini, direct prompt, first choice)
- "Rippling Spend (if you want a unified HR/expense platform)" (MiniMax M2.5, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.