Zero of fourteen models named Stripe Revenue Recognition first on the direct prompt; two named RightRev. Stripe Revenue Recognition was named by twelve of the fourteen models and RightRev by fourteen and Stripe Revenue Recognition carries 19 labels and RightRev 33, so the shares are not directly comparable.
Named in two 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, Stripe Revenue Recognition and RightRev were named in the same answer sixteen times, of the 50 answers naming Stripe Revenue Recognition and the 80 naming RightRev. In those answers RightRev took the first choice zero times and Stripe Revenue Recognition one.
| 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.
“it lacks advanced features needed for complex B2B contracts... If you have complex contracts (e.g., mixed products): Avoid Stripe.” Qwen 3.7 Flash · comparative prompt · soft negative
“Easy entry point but leaves gaps—recognition data doesn't automatically flow into your GL; best as a baseline tool” Kimi K2 · comparative prompt · soft negative
“check whether its handling of your full contract and accounting workflow is sufficient” GPT-6 Luna · comparative prompt · soft negative
“For a limited budget, Stripe Revenue Recognition is my first pick—if most of your revenue runs through Stripe.” GPT-6 Luna · budget prompt · first choice
“For most small businesses on a tight budget, Stripe Revenue Recognition at $25/month (if you use Stripe)” DeepSeek V4 Flash · budget prompt · first choice
“If you are already on Stripe: Turn on Stripe Revenue Recognition.” Gemini 3.5 Flash · budget 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.
“RightRev is the best fit for mid-market and enterprise SaaS teams that need a dedicated ASC 606/IFRS 15 compliance layer on top of existing billing systems” Muse Glimmer 30B · direct prompt · first choice
“I'd start with RightRev—especially if contracts include bundles, usage-based pricing, or frequent amendments.” GPT-6 Luna · direct prompt · first choice
“RightRev is the most cited mid-market dedicated option.” Muse Glimmer 30B · 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.