Zero of fourteen models named Stripe first on the direct prompt; one named Billtrust. Stripe was named by fourteen of the fourteen models and Billtrust by twelve and Stripe carries 49 labels and Billtrust 18, so the shares are not directly comparable.
Named in nine 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.
| 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. 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
No label in this category carried a quote.
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.