Four of fourteen models named Sage Intacct Revenue Recognition first on the direct prompt; zero named QuickBooks Online. Sage Intacct Revenue Recognition was named by thirteen of the fourteen models and QuickBooks Online by nine and Sage Intacct Revenue Recognition carries 38 labels and QuickBooks Online 17, so the shares are not directly comparable.
Named in one category this edition.
Named in sixteen 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 4.1 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Doesn't automate performance obligations, variable pricing, or deferred revenue properly under ASC 606” Grok 4.1 Fast · negative prompt · hard negative
“The "Hard No": Basic Accounting Software ... Examples: QuickBooks Online, Xero, Wave.” Qwen 3.7 Flash · negative prompt · hard negative
“"Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs"” Muse Glimmer 30B · negative prompt · hard negative
“QuickBooks Online – Offers basic revenue recognition features as part of its accounting suite, with plans starting around $15–$30 per month.” Mistral Small · budget 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.