Two of fourteen models named QuickBooks Online first on the direct prompt; zero named Ramp Accounting Agent. QuickBooks Online was named by fourteen of the fourteen models and Ramp Accounting Agent by eleven and QuickBooks Online carries 39 labels and Ramp Accounting Agent 18, so the shares are not directly comparable.
Named in twenty-three 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 AI accounting assistants 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 4.20 | ||||||
| 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. Two of two in this category shown.
“found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off” DeepSeek V4 Flash · negative prompt · hard negative
“If you want the most broad, integrated AI feature set for SMBs, QuickBooks currently stands out from the product pages I checked.” GPT-5.4 mini · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd recommend Ramp if you want an immediate, low-friction win with measurable ROI” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd recommend Ramp as the starting point” Kimi K2 · paraphrase prompt · first choice
“Ramp + QuickBooks combination if you want best-in-class spend management with solid bookkeeping” Kimi K2 · 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.