One of fourteen models named Helcim first on the direct prompt; zero named Melio. Helcim was named by eleven of the fourteen models and Melio by ten and Helcim carries 17 labels and Melio 21, so the shares are not directly comparable.
Named in three categories this edition.
Named in eight 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.
“platforms offering unlimited free ACH transfers like Nickel or Helcim would be your best value” Claude Haiku 4.5 · budget prompt · first choice
“Helcim offers the best combination of low, transparent rates and strong AP/AR automation” GLM 4.7 FlashX · direct prompt · first choice
“Best overall for small B2B businesses; transparent interchange-plus pricing” DeepSeek V4 Flash · negative prompt · first choice
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
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.