Zero of fourteen models named Stripe Billing first on the direct prompt; one named Recurly. Both were named by all fourteen models and Stripe Billing carries 66 labels and Recurly 58, so the shares are not directly comparable.
By Stripe, San Francisco, Ireland, founded 2010. Named in one category this edition.
By Q141010333, Austin, United States, founded 2009. Named in one category 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 Recurly were named in the same answer 130 times, of the 191 answers naming Stripe Billing and the 145 naming Recurly. In those answers Recurly took the first choice six times and Stripe Billing thirty.
| 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. Six of eight in this category shown.
“Avoid Chargebee/Recurly until your monthly transaction fees exceed their minimum monthly plan cost.” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid enterprise-heavy tools like Recurly, Chargebee, or Maxio unless you're scaling quickly” Grok 4.20 · budget prompt · hard negative
“While Recurly is generally considered reliable, it has received mixed signals and a couple of documented warnings.” Mistral Small · negative prompt · soft negative
“Chargebee and Recurly are considered strong all-round subscription management platforms” Llama 4 Maverick · comparative prompt · first choice
“Chargebee and Recurly are widely considered the top industry standards” Qwen 3.7 Flash · direct prompt · first choice
“Chargebee or Recurly are the safest bets.” MiniMax M2.5 · 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.