Zero of twelve models named Recurly first on the direct prompt; zero named Zoho Billing. Recurly was named by twelve of the twelve models and Zoho Billing by eight and Recurly carries 47 labels and Zoho Billing 10, so the shares are not directly comparable.
By Q141010333, Austin, United States, founded 2009. Named in one category this edition.
By Zoho Office Suite, India, India, founded 1996. 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.
Across every category in the September 2026 Edition, Recurly and Zoho Billing were named in the same answer seventeen times, of the 134 answers naming Recurly and the 33 naming Zoho Billing. In those answers Zoho Billing took the first choice two times and Recurly zero.
| 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. Three of four in this category shown.
“Zoho Billing is an affordable and feature-rich subscription management platform designed for small to medium-sized businesses.” Claude Haiku 4.5 · budget prompt · first choice
“Zoho Billing if you need more advanced features but have under 20 subscribers” MiniMax M2.5 · budget prompt · alternative
“The Best for Low, Flat Monthly Rates: Zoho Billing ... is the clear winner.” Gemini 3.5 Flash · budget 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.