Four of twelve models named Maxio first on the direct prompt; zero named QuickBooks Online. Maxio was named by twelve of the twelve models and QuickBooks Online by ten and Maxio carries 35 labels and QuickBooks Online 17, so the shares are not directly comparable.
Named in six categories this edition.
Named in eighteen categories 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. Two of two in this category shown.
“do not offer native, robust revenue recognition engines that meet full GAAP standards out-of-the-box ... Why to Avoid” Qwen 3.7 Flash · negative prompt · hard negative
“Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs” Grok 4.1 Fast · negative prompt · hard negative
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.