Zero of fourteen models named Melio first on the direct prompt; one named Ramp. Melio was named by thirteen of the fourteen models and Ramp by fourteen and both carry 31 labels, so the shares below are directly comparable.
Named in nine categories this edition.
Named in sixteen 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 business bill pay page.
Across every category in the November 2026 Edition, Melio and Ramp were named in the same answer 158 times, of the 308 answers naming Melio and the 1022 naming Ramp. In those answers Ramp took the first choice twenty-six times and Melio forty-four.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Likely too lightweight for 500 people” DeepSeek V4 Flash · scale prompt · hard negative
“Start with Melio. Since it has a genuinely free plan, you can try it immediately with zero financial risk.” GLM 4.7 FlashX · budget prompt · first choice
No label in this category carried a quote.
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.