Zero of twelve models named QuickBooks Online first on the direct prompt; one named NetSuite Advanced Revenue Management. QuickBooks Online was named by ten of the twelve models and NetSuite Advanced Revenue Management by ten and QuickBooks Online carries 17 labels and NetSuite Advanced Revenue Management 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. Six of seven in this category shown.
“Cons: Can be highly rigid, expensive to configure, and slow to implement (often 6 to 12 months).” Gemini 3.5 Flash · scale prompt · soft negative
“though it tends to require heavier and more expensive configuration” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Avoid if not on NetSuite (integration-heavy).” Grok 4.1 Fast · direct prompt · soft negative
“If you're already on NetSuite → NetSuite ARM (lowest integration lift).” GLM 4.7 FlashX · direct prompt · first choice
“Best for: Mid-market companies already running (or migrating to) NetSuite... The catch: Configuration is notoriously complex, rigid” Gemini 3.5 Flash · direct prompt · alternative
“Ideal for multi-subsidiary enterprises already on NetSuite, native ASC 606/IFRS 15 support” MiniMax M2.5 · comparative 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.