Zero of fourteen models named Stripe Revenue Recognition first on the direct prompt; zero named QuickBooks Online. Stripe Revenue Recognition was named by twelve of the fourteen models and QuickBooks Online by nine and Stripe Revenue Recognition carries 19 labels and QuickBooks Online 17, so the shares are not directly comparable.
Named in two categories 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.
“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. 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.