Ten 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 eleven and Sage Fixed Assets carries 53 labels and AssetAccountant 21, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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.
Across every category in the November 2026 Edition, Sage Fixed Assets and AssetAccountant were named in the same answer thirty-eight times, of the 129 answers naming Sage Fixed Assets and the 74 naming AssetAccountant. In those answers AssetAccountant took the first choice twelve times and Sage Fixed Assets fourteen.
| 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. Six of eight in this category shown.
“This tool received a high negative share in evaluations, with users reporting it is often inadequate for complex needs.” Mistral Small · negative prompt · hard negative
“Avoid enterprise products such as Netgain, Sage Fixed Assets, or Asset Panda” Perplexity Sonar · budget prompt · hard negative
“Unlike subscription-heavy enterprise software (like Sage or Bloomberg Tax), Fixed Asset Pro offers flat pricing without high recurring annual fees.” Gemini 3.5 Flash · budget prompt · soft negative
“Start with Sage Fixed Assets if you need a proven, dedicated solution for compliance and depreciation—it's the most frequently recommended "default"” Grok 4.20 · direct prompt · first choice
“Compliance-driven mid-market firms that want turnkey IRS and GAAP support... purpose-built for the entire asset lifecycle” Claude Haiku 4.5 · direct prompt · first choice
“Sage Fixed Assets is the strongest overall pick when rigorous depreciation and tax-rule compliance can't be compromised.” Claude Haiku 4.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Simple and affordable, less depth for complex portfolios” DeepSeek V4 Flash · scale prompt · soft negative
“consider using specialized fixed asset depreciation and lease accounting software like AssetAccountant, which integrates with QuickBooks Online” Llama 4 Maverick · negative prompt · first choice
“The best fixed asset accounting software for a mid-market B2B company is AssetAccountant” Llama 4 Maverick · direct prompt · first choice
“Start with AssetAccountant's free tier or Fixed Asset Pro (one-time purchase)” GLM 4.7 FlashX · budget 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.