Four of twelve models named Maxio first on the direct prompt; zero named BillingPlatform. Maxio was named by twelve of the twelve models and BillingPlatform by seven and Maxio carries 35 labels and BillingPlatform 12, so the shares are not directly comparable.
Named in six categories this edition.
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 revenue recognition page.
| 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 seven in this category shown.
“The "under $20K/year" tier (like basic Maxio, ~$599/month) is really the entry point for dedicated SaaS-focused platforms.” DeepSeek V4 Flash · budget prompt · soft negative
“Dedicated rev-rec tools like Maxio or Zuora are typically too expensive ($599+/mo or custom).” Grok 4.1 Fast · budget prompt · soft negative
“no percentage-of-revenue overage fees (unlike competitors like Maxio or Chargebee)” Gemini 3.5 Flash · budget prompt · soft negative
“If you're SaaS-focused with billing needs: Start with Maxio. It's repeatedly called out as the top unified platform for mid-market B2B SaaS” Grok 4.1 Fast · direct prompt · first choice
“Maxio (formed from the merger of SaaSOptics and Chargify) is a billing and revenue management platform built specifically for B2B SaaS companies” Claude Haiku 4.5 · paraphrase prompt · first choice
“Maxio (the merged product of SaaSOptics and Chargify) is the industry standard” 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 four in this category shown.
“Rated highest for enterprise (9.1/10), strong for mid-size finance teams needing scheduled ASC 606 accounting” MiniMax M2.5 · comparative prompt · first choice
“Best Overall for Mid-Size Teams ... "the strongest pick for mid-size finance teams"” Kimi K2 · paraphrase prompt · first choice
“A great fit if you need scheduled ASC 606 accounting with strong traceability across contract changes” DeepSeek V4 Flash · 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.