One of fourteen models named Maxio first on the direct prompt; zero named Zoho Billing. Maxio was named by thirteen of the fourteen models and Zoho Billing by ten and Maxio carries 40 labels and Zoho Billing 11, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 October 2026 Edition, Maxio and Zoho Billing were named in the same answer ten times, of the 105 answers naming Maxio and the 43 naming Zoho Billing. In those answers Zoho Billing took the first choice one time and Maxio 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 | ||||||
| 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. Six of eight in this category shown.
“Avoid or thoroughly vet: - Maxio - Due to severe support and product quality complaints” Kimi K2 · negative prompt · hard negative
“While a capable platform, it has some significant drawbacks... Poor customer support... The base plan costs $5,000 per year” Claude Haiku 4.5 · negative prompt · soft negative
“The "Franken-Product" Problem... too heavy and complex for product-led growth (PLG) startups” Gemini 3.5 Flash · negative prompt · soft negative
“Maxio and Younium are frequently selected when Finance/Controller owns the decision and audit-readiness is paramount.” Kimi K2 · scale prompt · first choice
“Maxio if you need advanced financial ops, revenue recognition, and have more complex billing requirements” MiniMax M2.5 · paraphrase prompt · first choice
“Maxio is highly regarded as a premier tool for B2B companies with complex, sales-led pricing models.” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Zoho Billing is usually the best starting point because it is positioned for small businesses and freelancers with free and affordable plans” Perplexity Sonar · budget prompt · first choice
“Zoho Billing is widely recommended as the best choice for budget-conscious companies.” Claude Haiku 4.5 · budget prompt · first choice
“Completely free plan with unlimited recurring invoices, customization, multi-currency, client portals” Grok 4.1 Fast · 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.