Four of twelve models named Maxio first on the direct prompt; four named LedgerUp. Maxio was named by twelve of the twelve models and LedgerUp by eleven and Maxio carries 35 labels and LedgerUp 20, so the shares are not directly comparable.
Named in six categories this edition.
Named in three 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.
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.
“For most mid-market B2B SaaS companies, LedgerUp is the top recommendation due to its focus on data reconciliation and accuracy” Mistral Small · direct prompt · first choice
“For most mid-market B2B companies, LedgerUp offers the best balance of automation, pricing” MiniMax M2.5 · direct prompt · first choice
“If you want a single practical recommendation, LedgerUp is the strongest fit” Perplexity Sonar · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.