One of fourteen models named Helcim first on the direct prompt; one named Stripe. Helcim was named by eleven of the fourteen models and Stripe by fourteen and Helcim carries 17 labels and Stripe 49, so the shares are not directly comparable.
Named in three categories this edition.
Named in nine 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, Helcim and Stripe were named in the same answer fifty-three times, of the 77 answers naming Helcim and the 386 naming Stripe. In those answers Stripe took the first choice seven times and Helcim twenty-two.
| 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. 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
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.