Zero of twelve models named QuickBooks Online first on the direct prompt; two named RightRev. QuickBooks Online was named by ten of the twelve models and RightRev by ten and QuickBooks Online carries 17 labels and RightRev 26, so the shares are not directly comparable.
Named in eighteen 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 twelve 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 |
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. Two of two in this category shown.
“do not offer native, robust revenue recognition engines that meet full GAAP standards out-of-the-box ... Why to Avoid” Qwen 3.7 Flash · negative prompt · hard negative
“Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs” Grok 4.1 Fast · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best for: High-growth B2B SaaS scaling between $50M and $1B in ARR... highly praised for its speed of innovation and policy-driven automation.” Gemini 3.5 Flash · direct prompt · first choice
“Well-regarded dedicated solutions include RightRev, Zuora (for enterprise), and newer entrants like Zenskar, Ordway, and Maxio” Kimi K2 · negative prompt · first choice
“layering a specialist like RightRev or Trullion on top of an existing stack” DeepSeek V4 Flash · 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.