Zero of fourteen models named QuickBooks Online first on the direct prompt; zero named Chargebee RevRec. QuickBooks Online was named by nine of the fourteen models and Chargebee RevRec by thirteen and QuickBooks Online carries 17 labels and Chargebee RevRec 23, so the shares are not directly comparable.
Named in sixteen 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.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Chargebee RevRec can inherit billing setup issues if your billing configuration is messy.” Claude Haiku 4.5 · negative prompt · soft negative
“G2 lists its starting price at $5,000, which is usually too high for a tight budget” GPT-5.4 mini · budget prompt · soft negative
“Convenient if already in the Chargebee ecosystem, but limited for complex arrangements” Kimi K2 · comparative prompt · soft negative
“I'd recommend Maxio ... or Chargebee Revenue Recognition (RevRec) as strong ASC 606 compliance tools” Grok 4.1 Fast · paraphrase prompt · first choice
“Choose Maxio or Chargebee RevRec if you're a SaaS company that wants billing + rev rec together.” GPT-5.4 mini · comparative prompt · alternative
“Chargebee is a dominant player in the subscription billing space and offers a robust RevRec module” Qwen 3.7 Flash · direct prompt · alternative
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.