One of fourteen models named Stripe first on the direct prompt; zero named Melio. Stripe was named by fourteen of the fourteen models and Melio by ten and Stripe carries 49 labels and Melio 21, so the shares are not directly comparable.
Named in nine 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.
Across every category in the October 2026 Edition, Stripe and Melio were named in the same answer fifty-nine times, of the 386 answers naming Stripe and the 292 naming Melio. In those answers Melio took the first choice twelve times and Stripe fifteen.
| 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. Four of four in this category shown.
“PayPal & Stripe (Avoid for Large, Low-Volume B2B Invoices)” Gemini 3.5 Flash · negative prompt · hard negative
“If you're an online SaaS or e-commerce platform accepting B2B payments from customers → Stripe (flexibility) or Adyen (scale & lower cross-border fees).” DeepSeek V4 Flash · comparative prompt · first choice
“If your primary goal is collecting card/ACH payments from your customers: Choose Stripe (for digital/SaaS models)” Gemini 3.5 Flash · comparative prompt · first choice
“Accept payments from business customers online or inside a product: compare Stripe and Adyen.” GPT-6 Luna · comparative 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.