Zero of twelve models named QuickBooks Online first on the direct prompt; zero named Ordway. QuickBooks Online was named by ten of the twelve models and Ordway by seven and QuickBooks Online carries 17 labels and Ordway 11, 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.
“If I had to pick one default recommendation for a typical mid-sized B2B company, I'd choose Ordway for the broadest mid-market fit” Perplexity Sonar · paraphrase prompt · first choice
“Ordway (Best Overall for Mid-Sized Finance Teams)” MiniMax M2.5 · paraphrase prompt · first choice
“Maxio or Ordway \u2014 Best if you're primarily a subscription / recurring-revenue B2B company” DeepSeek V4 Flash · paraphrase 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.