Six of fourteen models named Sage Fixed Assets first on the direct prompt; one named AssetAccountant. Sage Fixed Assets was named by fourteen of the fourteen models and AssetAccountant by six and Sage Fixed Assets carries 52 labels and AssetAccountant 14, so the shares are not directly comparable.
Named in one category 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 fixed asset accounting page.
Across every category in the October 2026 Edition, Sage Fixed Assets and AssetAccountant were named in the same answer thirty-one times, of the 130 answers naming Sage Fixed Assets and the 59 naming AssetAccountant. In those answers AssetAccountant took the first choice eleven times and Sage Fixed Assets seven.
| 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 | ||||||
| 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. Six of eight in this category shown.
“Often inadequate for complex needs—lacking full lifecycle coverage, physical verification, or robust depreciation.” Grok 4.1 Fast · negative prompt · soft negative
“Also flagged for per-user pricing, which can drive up costs... the pricing model is a common point of caution.” Mistral Small · negative prompt · soft negative
“Per-user pricing inflates costs; some users report challenges with multi-state assets or scalability” Grok 4.1 Fast · negative prompt · soft negative
“Sage Fixed Assets | Accounting teams needing controlled depreciation, audit trails, and period-end integration | Mature depreciation engine” GLM 4.7 FlashX · comparative prompt · first choice
“I'd recommend Sage Fixed Assets, especially if your team needs solid depreciation handling, audit-friendly reporting, and room to grow.” GPT-5.4 mini · paraphrase prompt · first choice
“Sage positions its fixed asset suite this way, emphasizing 50+ depreciation methods, tax compliance updates, and lifecycle management.” 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.
“The best fixed asset accounting software for a mid-market B2B company is AssetAccountant” Llama 4 Maverick · direct prompt · first choice
“Best budget pick for most U.S. small businesses: AssetAccountant.” GPT-6 Luna · budget prompt · first choice
“Start with Sage Fixed Assets, AssetAccountant, or Fixed Assets CS.” GPT-6 Luna · comparative prompt · first choice
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.