Two of fourteen models named Maxio first on the direct prompt; one named Recurly. Both were named by all fourteen models and Maxio carries 45 labels and Recurly 58, so the shares are not directly comparable.
Named in three categories 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, Maxio and Recurly were named in the same answer eighty-two times, of the 123 answers naming Maxio and the 145 naming Recurly. In those answers Recurly took the first choice four times and Maxio 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.
“Avoid enterprise-heavy tools like Recurly, Chargebee, or Maxio unless you're scaling quickly” Grok 4.20 · budget prompt · hard negative
“Best Overall for Finance-Led B2B SaaS & Complex Revenue Recognition” Gemini 3.5 Flash · direct prompt · first choice
“I'd start with Maxio. It's designed for B2B software billing” GPT-6 Luna · paraphrase prompt · first choice
“Chargebee and Maxio are the top recommendations” Mistral Small · paraphrase 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.