# Ramp vs Melio: which do AI models recommend for accounts payable automat, October 2026

Finance AI Recommendation Index, October 2026 Edition, Accounts payable automation. Zero of fourteen models named Ramp first on the direct prompt; zero named Melio. Page: https://finance-ai-index.com/spend/accounts-payable-automation/ramp-vs-melio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Ramp | 22% | #1 of 10 | 9% | 45 | 14 of 14 |
| Melio | 5% | #6 of 10 | 5% | 19 | 14 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: neither first, one named (first choices: Stampli) (alternatives: AvidXchange, Medius, Ramp, Tipalti)
- Grok 4.1 Fast: neither first, one named (first choices: BILL Accounts Payable, Stampli) (alternatives: AvidXchange, Ramp, Tipalti)
- Kimi K2: neither first, one named (first choices: BILL Accounts Payable, Stampli) (alternatives: Quadient AP, Ramp, Tipalti)
- GLM 4.7 FlashX: neither first, one named (first choices: HighRadius) (alternatives: AvidXchange, BILL Accounts Payable, Payhawk, Quadient AP, Ramp, Stampli, Tipalti)
- MiniMax M2.5: neither first, one named (first choices: Stampli, Tipalti) (alternatives: BILL Accounts Payable, HighRadius, Ramp, Sage Intacct)
- GPT-6 Luna: neither first, one named (first choices: Stampli) (alternatives: AvidXchange, BILL Accounts Payable, Ramp, Tipalti)
- Claude Haiku 4.5: neither named (first choices: AvidXchange, MineralTree) (alternatives: Medius, Stampli, Tipalti)
- GPT-5.4 mini: neither named (first choices: Tipalti) (alternatives: AvidXchange, Basware, Medius)
- Perplexity Sonar: neither named (first choices: Stampli, Tipalti) (alternatives: AvidXchange, BILL Accounts Payable, Corpay)
- Mistral Small: neither named (first choices: Medius, Tipalti) (alternatives: BILL Accounts Payable, Quadient AP, Softco)
- DeepSeek V4 Flash: neither named (first choices: Stampli) (alternatives: Airbase, AvidXchange, Tipalti)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: BILL Accounts Payable) (alternatives: AvidXchange, Spendful, Tipalti, Vasario)
- Muse Glimmer 30B: neither named (first choices: Airbase, AvidXchange) (alternatives: BILL Accounts Payable, Medius, MineralTree, a Global Payments company, Quadient AP, Rillion)

## What the models said about Ramp

- "Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin." (Muse Glimmer 30B, negative prompt, soft negative)

## What the models said about Melio

- "Some users report payments debited from their account but never reaching vendors" (Kimi K2, negative prompt, hard negative)

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.