Zero of fourteen models named Zoho Billing first on the direct prompt; one named Recurly. Zoho Billing was named by thirteen of the fourteen models and Recurly by fourteen and Zoho Billing carries 18 labels and Recurly 58, so the shares are not directly comparable.
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, Zoho Billing and Recurly were named in the same answer thirty-five times, of the 61 answers naming Zoho Billing and the 145 naming Recurly. In those answers Recurly took the first choice two times and Zoho Billing five.
| 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. Four of five in this category shown.
“Zoho Billing can be sensible inside the Zoho ecosystem, but expansion beyond it is not its strongest use case” Perplexity Sonar · negative prompt · soft negative
“For the absolute best value on a tight budget, Zoho Billing is the top pick due to its low starting price and free plan.” Mistral Small · budget prompt · first choice
“If your budget is tight, Zoho Billing is usually the best starting point.” GPT-5.4 mini · budget prompt · first choice
“My overall recommendation: ... go with Zoho Billing” Kimi K2 · budget 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.