Zero of twelve models named Recurly first on the direct prompt; zero named Zuora. Both were named by all twelve models and Recurly carries 47 labels and Zuora 42, so the shares are not directly comparable.
By Q141010333, Austin, United States, founded 2009. Named in one category this edition.
Foster City, United States, founded 2007. Named in two 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 billing and subscription management page.
Across every category in the September 2026 Edition, Recurly and Zuora were named in the same answer 101 times, of the 134 answers naming Recurly and the 130 naming Zuora. In those answers Zuora took the first choice twenty-five times and Recurly three.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Overkill for mid-sized companies... Also has the lowest user satisfaction (3.9/5 on G2).” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Who should avoid it: Basically everyone except large enterprises ($10M+ ARR)” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid complex orchestrators like Chargebee or Zuora early on” Gemini 3.5 Flash · negative prompt · hard negative
“That means Zuora-class flat pricing may outpace Stripe/Chargebee percentage-based fees at scale.” DeepSeek V4 Flash · scale prompt · first choice
“If you have complex B2B contracts with negotiated terms, Zuora is the enterprise standard but expect a longer sales cycle and higher cost.” MiniMax M2.5 · scale prompt · alternative
“Zuora if you have high complexity: usage-based billing, hybrid pricing, multiple entities” GPT-5.4 mini · paraphrase prompt · alternative
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.