Zero of fourteen models named Melio first on the direct prompt; zero named QuickBooks Bill Pay. Melio was named by thirteen of the fourteen models and QuickBooks Bill Pay by twelve and Melio carries 31 labels and QuickBooks Bill Pay 15, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category 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 QuickBooks Bill Pay were named in the same answer fifty-nine times, of the 308 answers naming Melio and the 66 naming QuickBooks Bill Pay. In those answers QuickBooks Bill Pay took the first choice three times and Melio thirty-one.
| 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“a simple SMB tool like basic QuickBooks Bill Pay or Melio usually lacks the multi-entity support, complex approval routing, 3-way PO matching, and deep ERP integration required” Gemini 3.5 Flash · direct prompt · soft negative
“Ramp and QuickBooks Bill Pay are the best choices, especially if you already use QuickBooks” Mistral Small · budget prompt · first choice
“If your books are already in QuickBooks, start there.” GPT-6 Luna · comparative prompt · first choice
“convenient for QuickBooks power users, though less customizable for complex approval workflows than dedicated AP platforms” Gemini 3.5 Flash · comparative prompt · alternative
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.