Ten of fourteen models named Sage Fixed Assets first on the direct prompt; one named Oracle NetSuite. Sage Fixed Assets was named by fourteen of the fourteen models and Oracle NetSuite by twelve and Sage Fixed Assets carries 53 labels and Oracle NetSuite 23, so the shares are not directly comparable.
Named in one category this edition.
Named in eighteen 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 | 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. One of one in this category shown.
“Avoid overbuying them for a small business. They can introduce unnecessary complexity” Perplexity Sonar · negative prompt · hard negative
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.