Eight of fourteen models named Sage Intacct Revenue Recognition first on the direct prompt; zero named QuickBooks Online. Sage Intacct Revenue Recognition was named by fourteen of the fourteen models and QuickBooks Online by eleven and Sage Intacct Revenue Recognition carries 46 labels and QuickBooks Online 15, so the shares are not directly comparable.
Named in one category this edition.
Named in twenty-three 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 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 4.20 | ||||||
| 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 seven in this category shown.
“Avoid premium tools like Chargebee RevRec (~$7K+/month), Zuora, or Sage Intacct unless scaling rapidly” Grok 4.20 · budget prompt · hard negative
“Avoid: Enterprise solutions like Zuora, NetSuite, or Sage Intacct” Qwen 3.7 Flash · budget prompt · hard negative
“Built for businesses with $5M+ revenue (quote-based pricing, generally not budget-friendly)” DeepSeek V4 Flash · budget prompt · soft negative
“Sage Intacct is consistently positioned as the mid-market depth leader for subscription and multi-element contracts.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best For: Mid-market finance teams that want automated ASC 606 compliance native inside their core accounting GL” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-market B2B companies, Sage Intacct or Maxio would be the strongest starting points” MiniMax M2.5 · direct 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.
“QuickBooks Online requires manual journal entries or add-ons for ASC 606 compliance, forcing spreadsheet exports for ARR and deferred revenue.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid using basic accounting software (QuickBooks/Xero) as your sole source of truth for ASC 606 compliance” Qwen 3.7 Flash · 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.