Zero of fourteen models named Fixed Asset Pro first on the direct prompt; zero named QuickBooks. Fixed Asset Pro was named by eleven of the fourteen models and QuickBooks by ten and Fixed Asset Pro carries 21 labels and QuickBooks 14, so the shares are not directly comparable.
Named in one category this edition.
Named in eight categories 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 fixed asset accounting page.
| Model | DirectFA | ParaphraseFA | ComparativeFA | Budget-constrainedFA | Scale-constrainedFA | NegativeFA |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | FA | |||||
| GPT-5.4 mini | FA | |||||
| Gemini 3.5 Flash | FA | |||||
| Perplexity Sonar | FA | |||||
| Grok 4.1 Fast | FA | FA | ||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | FA | FA | FA | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | FA | FA | ||||
| Kimi K2 | FA | FA | FA | |||
| GLM 4.7 FlashX | FA | FA | FA | |||
| MiniMax M2.5 | FA | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | FA |
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. Six of eight in this category shown.
“Avoid if you have high-volume disposals or need GAAP/financial statement accuracy on disposal.” DeepSeek V4 Flash · negative prompt · hard negative
“Lacks custom reports, no direct ERP integration (requires manual exports), update/install frustrations, occasional depreciation errors” Grok 4.1 Fast · negative prompt · soft negative
“Tools like Fixed Asset Pro or basic modules within smaller accounting suites often require you to manually export journal entries” Qwen 3.7 Flash · negative prompt · soft negative
“Tightest cash outlay, accounting-focused: Fixed Asset Pro. $499 one-time + ~$199-$249 annual renewal is the lowest total cost of ownership cited” Muse Glimmer 30B · budget prompt · first choice
“I'd recommend Fixed Asset Pro as a strong, cost-effective choice for asset depreciation tracking.” Grok 4.1 Fast · paraphrase prompt · first choice
“Fixed Asset Pro offers the best long-term value for serious fixed asset management” Kimi K2 · budget prompt · first choice
No label in this category carried a quote.
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.