Zero of fourteen models named Melio first on the direct prompt; one named Tipalti. Melio was named by ten of the fourteen models and Tipalti by twelve and Melio carries 21 labels and Tipalti 19, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eighteen 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 B2B payment acceptance page.
Across every category in the October 2026 Edition, Melio and Tipalti were named in the same answer ninety-three times, of the 292 answers naming Melio and the 551 naming Tipalti. In those answers Tipalti took the first choice thirteen times and Melio seventeen.
| 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 | ||||||
| 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. Three of three in this category shown.
“BBB rating of "F" with 100+ negative reviews (2.21/5 average)” DeepSeek V4 Flash · negative prompt · hard negative
“Nickel (for unlimited free ACH) or Melio (for a free tier and low per-payment fees) are the best choices” Mistral Small · budget prompt · first choice
“Melio (Best Overall for Small Businesses) ... I'd recommend starting with Melio or Nickel” MiniMax M2.5 · 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.