Zero of fourteen models named Melio first on the direct prompt; two named MineralTree. Melio was named by ten of the fourteen models and MineralTree by nine and Melio carries 21 labels and MineralTree 12, so the shares are not directly comparable.
Named in eight categories this edition.
Named in four 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.
| 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“For a typical mid-market B2B company, I'd recommend starting with MineralTree” Kimi K2 · direct prompt · first choice
“I would start with MineralTree for most mid-market B2B teams” Perplexity Sonar · direct prompt · first choice
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.