Zero of fourteen models named Stripe Revenue Recognition first on the direct prompt; one named Zuora Revenue. Stripe Revenue Recognition was named by twelve of the fourteen models and Zuora Revenue by fourteen and Stripe Revenue Recognition carries 20 labels and Zuora Revenue 43, so the shares are not directly comparable.
Named in one category 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 November 2026 Edition, Stripe Revenue Recognition and Zuora Revenue were named in the same answer thirty times, of the 60 answers naming Stripe Revenue Recognition and the 138 naming Zuora Revenue. In those answers Zuora Revenue took the first choice six times and Stripe Revenue Recognition ten.
| 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. Four of five in this category shown.
“Limited compared with enterprise tools for complex contracts spanning multiple systems” Perplexity Sonar · comparative prompt · soft negative
“Stripe Revenue Recognition is considered the best overall for its event-driven revenue schedule generation and close-ready revenue schedules” Llama 4 Maverick · comparative prompt · first choice
“ranked #1 of 28 in 2026 guides for broad ASC 606 and IFRS 15 coverage with substantial accounting features at a low starting price” Muse Glimmer 30B · comparative prompt · first choice
“Best low-budget choice: Stripe Revenue Recognition if most of your sales already run through Stripe” GPT-6 Luna · budget 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.
“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
“Avoid NetSuite, Zuora, and other enterprise tools” Perplexity Sonar · budget prompt · hard negative
“🏆 Zuora Revenue (formerly RevPro) ... Best for: Enterprise companies with complex, high-volume subscription, usage-based, and hybrid revenue models.” DeepSeek V4 Flash · comparative prompt · first choice
“1. Zuora Revenue - Core Strengths: Automates complex revenue recognition for subscription, usage-based, and hybrid business models.” Mistral Small · comparative prompt · first choice
“Zuora is a dedicated revenue engine rather than a full ERP, making it flexible for companies that don't want to migrate systems.” MiniMax M2.5 · comparative 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.