Zero of fourteen models named Fixed Asset Pro first on the direct prompt; zero named Xero. Fixed Asset Pro was named by eleven of the fourteen models and Xero by thirteen and Fixed Asset Pro carries 29 labels and Xero 17, so the shares are not directly comparable.
Named in one category this edition.
Named in twenty-five 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 | ||||||
| GPT-5.4 mini | FA | |||||
| Gemini 3.5 Flash | FA | |||||
| Perplexity Sonar | FA | |||||
| Grok 4.20 | FA | FA | FA | FA | FA | |
| Mistral Small | FA | FA | ||||
| DeepSeek V4 Flash | FA | FA | FA | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | FA | |||||
| Kimi K2 | FA | FA | FA | FA | ||
| GLM 4.7 FlashX | FA | FA | FA | |||
| MiniMax M2.5 | FA | FA | FA | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | FA | FA | 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.
“This tool is explicitly flagged as something to avoid if your needs are complex” Mistral Small · negative prompt · hard negative
“Avoid for mid-market: ... overly basic tools like Fixed Asset Pro.” Grok 4.20 · direct prompt · hard negative
“affordable and strong for basic depreciation and asset tracking. Users should be aware of its calculation reliability, interface age, limited custom reporting, and need for manual processes” Muse Glimmer 30B · negative prompt · soft negative
“This is widely considered the best option for small-to-medium businesses and CPAs who want a dedicated system without paying monthly subscription fees.” Qwen 3.7 Flash · budget prompt · first choice
“Tightest cash flow + need dedicated depreciation: Fixed Asset Pro or Canopy $32/mo are the most commonly cited "affordable" dedicated solutions.” Muse Glimmer 30B · budget prompt · first choice
“Start with AssetAccountant's free tier or Fixed Asset Pro (one-time purchase) to avoid ongoing subscription costs.” GLM 4.7 FlashX · 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.