Zero of fourteen models named Stripe Billing first on the direct prompt; two named Maxio. Both were named by all fourteen models and Stripe Billing carries 66 labels and Maxio 45, so the shares are not directly comparable.
By Stripe, San Francisco, Ireland, founded 2010. Named in one category this edition.
Named in three 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 billing and subscription management page.
Across every category in the November 2026 Edition, Stripe Billing and Maxio were named in the same answer 105 times, of the 191 answers naming Stripe Billing and the 123 naming Maxio. In those answers Maxio took the first choice six times and Stripe Billing twenty-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. Six of eight in this category shown.
“Stripe Billing and Recurly are the platforms most frequently flagged for specific issues, with Stripe's account freezes and fee increases being the most serious concern.” Mistral Small · negative prompt · hard negative
“Stripe Billing is attractive if you already use Stripe, but it is payment-ecosystem-centric and does not make you the merchant of record” Perplexity Sonar · negative prompt · soft negative
“Caution: It gets expensive at scale ... It's generally better for earlier-stage or PLG companies.” Kimi K2 · direct prompt · soft negative
“Stripe Billing: Best for simplicity and developer-friendliness. Excellent for usage-based models, global payments, and integrations. Low cost for starters, scales well.” Grok 4.20 · scale prompt · first choice
“Early-stage SaaS / Developer team | Stripe Billing | Fast setup, top-tier APIs, low starting overhead.” Gemini 3.5 Flash · comparative prompt · first choice
“Stripe Billing is widely regarded as a safer, more transparent alternative for many businesses” 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 five in this category shown.
“Avoid enterprise-heavy tools like Recurly, Chargebee, or Maxio unless you're scaling quickly” Grok 4.20 · budget prompt · hard negative
“Best Overall for Finance-Led B2B SaaS & Complex Revenue Recognition” Gemini 3.5 Flash · direct prompt · first choice
“I'd start with Maxio. It's designed for B2B software billing” GPT-6 Luna · paraphrase prompt · first choice
“Chargebee and Maxio are the top recommendations” Mistral Small · paraphrase 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.