One of twelve models named Stripe Billing first on the direct prompt; zero named Recurly. Both were named by all twelve models and Stripe Billing carries 60 labels and Recurly 47, 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 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 billing and subscription management page.
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.
“High-Risk Platforms (Avoid if Possible): Stripe Billing/Stripe: Highest risk score (91/100 on SaaS Flags)” Grok 4.1 Fast · negative prompt · hard negative
“You need very complex finance workflows, global tax simplicity, or healthcare BAA support ... it does not sign BAAs” Perplexity Sonar · negative prompt · soft negative
“Stripe Billing (When used without proper planning) ... your total fees can quickly creep past 4.5%” Gemini 3.5 Flash · negative prompt · soft negative
“Stripe Billing is the most affordable full-featured subscription billing option, charging 0.7% of billing volume on a pay-as-you-go basis.” Claude Haiku 4.5 · budget prompt · first choice
“Best For: Startups and tech companies already using Stripe for payments. Key Differentiator: Extremely developer-friendly API.” Qwen 3.7 Flash · comparative prompt · first choice
“Start with Chargebee or Stripe Billing as they offer the best balance of features, pricing, and ease of implementation” GLM 4.7 FlashX · scale 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.
“Who should avoid it: Usage-based or hybrid pricing businesses, and companies scaling past ~$500K MRR” DeepSeek V4 Flash · negative prompt · hard negative
“too expensive for early-stage” DeepSeek V4 Flash · budget prompt · hard negative
“its catalog flexibility is narrower than Chargebee and complex hybrid pricing may require workarounds” Perplexity Sonar · negative prompt · soft negative
“Recurly: Best for revenue recovery. Focuses heavily on payment orchestration and dunning tools to minimize churn.” Qwen 3.7 Flash · scale prompt · first choice
“Safer Alternatives (Lower Complaints): Recurly (18/100 risk, strong dunning)” Grok 4.1 Fast · negative prompt · first choice
“Recurly - Lowest risk score at 18/100 with only 2 documented complaints” GLM 4.7 FlashX · negative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.