One of twelve models named Stripe first on the direct prompt; two named HighRadius. Stripe was named by twelve of the twelve models and HighRadius by ten and Stripe carries 41 labels and HighRadius 16, so the shares are not directly comparable.
Named in eight categories this edition.
Named in nineteen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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.
“close third if you need developer-friendly APIs/global reach, but its flat rates cost more on high-value B2B transactions. Avoid if cards dominate.” Grok 4.1 Fast · budget prompt · soft negative
“Choose Stripe if you want the most flexible developer-centric API stack and need to embed B2B payments into software or workflows.” Perplexity Sonar · comparative prompt · first choice
“Best For: B2B SaaS, recurring subscriptions, and developer-heavy marketplaces... Unmatched API customization for developers” Gemini 3.5 Flash · comparative prompt · first choice
“If you're a SaaS or platform business → Stripe (or Airwallex for global multi-currency needs) is likely the right fit.” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“HighRadius - Offers an embedded payment portal with multi-rail support, accessible directly from invoices, with no separate customer login and no IT buildout required.” Llama 4 Maverick · direct 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.