Two of fourteen models named Helcim first on the direct prompt; zero named Stripe. Helcim was named by twelve of the fourteen models and Stripe by fourteen and Helcim carries 23 labels and Stripe 49, so the shares are not directly comparable.
Named in four 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 November 2026 Edition, Helcim and Stripe were named in the same answer seventy-nine times, of the 123 answers naming Helcim and the 299 naming Stripe. In those answers Stripe took the first choice seven times and Helcim thirty-nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 five in this category shown.
“notable Reddit complaints about being overly risk-averse: Sudden account closures, transaction refusals, or refunds without notice” Grok 4.20 · negative prompt · soft negative
“Best overall for most mid-market B2B companies due to its transparent, interchange-plus pricing and strong B2B features” Mistral Small · direct prompt · first choice
“Helcim stands out as the best B2B payment acceptance platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“🏆 Top Pick: Helcim ... making it the clear winner for budget-constrained B2B businesses.” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid relying solely on consumer-centric aggregators (Stripe, PayPal, Square) as a single point of failure.” Gemini 3.5 Flash · negative prompt · hard negative
“it is often cited as problematic for large, low-volume B2B transactions. Stripe's risk management can be aggressive, leading to account freezes or fund holds” Mistral Small · negative prompt · soft negative
“Best for: International B2B payments and online businesses ... Standout: Global reach with robust integration capabilities” Kimi K2 · comparative prompt · first choice
“If I had to name the best general option for a budget-conscious B2B company, I'd pick: Stripe with ACH enabled” GPT-5.4 mini · budget prompt · first choice
“The Best Overall for Zero Overhead: Stripe ... Stripe is the industry standard for low-barrier entry.” Qwen 3.7 Flash · 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.