Seven of fourteen models named Maxio first on the direct prompt; four named Sage Intacct Revenue Recognition. Maxio was named by fourteen of the fourteen models and Sage Intacct Revenue Recognition by thirteen and Maxio carries 47 labels and Sage Intacct Revenue Recognition 38, so the shares are not directly comparable.
Named in five 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 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 revenue recognition page.
Across every category in the October 2026 Edition, Maxio and Sage Intacct Revenue Recognition were named in the same answer sixty-one times, of the 147 answers naming Maxio and the 80 naming Sage Intacct Revenue Recognition. In those answers Sage Intacct Revenue Recognition took the first choice five times and Maxio seventeen.
| 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.
“these "all-in-one" merged platforms can become an administrative headache that requires constant developer attention” Gemini 3.5 Flash · negative prompt · soft negative
“Maxio’s public Grow plan is $599/month; ... which may be more than a budget-conscious company needs” GPT-6 Luna · budget prompt · soft negative
“budget-friendly alternative to expensive enterprise platforms like Maxio (formerly SaaSOptics)” Gemini 3.5 Flash · budget prompt · soft negative
“Maxio is often cited as a mid-market sweet spot because it unifies subscription billing with deep financial analytics and compliant revenue recognition engines” Muse Glimmer 30B · direct prompt · first choice
“I'd recommend Maxio (formerly Chargify + SaaS Spend) or Chargebee Revenue Recognition (RevRec) as strong ASC 606 compliance tools” Grok 4.1 Fast · paraphrase prompt · first choice
“Maxio (formed by merging Chargify and SaaSOptics) is currently one of the most recommended solutions for mid-market companies” Qwen 3.7 Flash · direct 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.
“avoiding expensive enterprise resource planning (ERP) platforms (like NetSuite or Sage Intacct, which can cost $10,000 to over $100,000 annually)” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid enterprise-grade solutions (Zuora Revenue, NetSuite ARM, Sage Intacct)” DeepSeek V4 Flash · budget prompt · hard negative
“Lacks reconciliation depth for contract modifications and multi-element arrangements ... Verdict: Consider carefully if you have complex subscription models” Kimi K2 · negative prompt · soft negative
“Highly popular in the mid-market B2B SaaS and professional services space. It handles ASC 606 compliance natively inside the ledger” Gemini 3.5 Flash · direct prompt · first choice
“Top Recommendation: Sage Intacct Revenue Recognition — Best overall for mid-market B2B.” DeepSeek V4 Flash · direct prompt · first choice
“Sage Intacct or BillingPlatform — both offer strong mid-market functionality” Kimi K2 · 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.