Fixed asset accounting · October 2026 Edition
Fixed Asset Pro vs Asset Panda
Zero of fourteen models named Fixed Asset Pro first on the direct prompt; zero named Asset Panda. Fixed Asset Pro was named by eleven of the fourteen models and Asset Panda by thirteen and Fixed Asset Pro carries 21 labels and Asset Panda 28, so the shares are not directly comparable.
Fixed Asset Pro
criticized challengerNamed in one category this edition.
Named in one category this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 14; printed, not drawn.
Labels2128A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Fixed Asset Pro reading right to left. Rank and label count are printed, not drawn.Sage Fixed Assets was named alongside these two in ten of the fourteen direct answers. Sage Fixed Assets vs Fixed Asset Pro · Sage Fixed Assets vs Asset Panda · AssetTiger vs Fixed Asset Pro
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Fixed Asset ProFirst choices, of fourteen modelsAsset Panda
Direct00
Paraphrase121 against Fixed Asset Pro
Comparative00
Budget-constrained301 against Asset Panda
Scale-constrained00
Negative015 against Fixed Asset Pro · 4 against Asset Panda
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Fixed Asset Pro and Asset Panda stood in it.
| 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 |
FA Fixed Asset Pro Asset PandaFA first choiceFA named as an alternativeFA argued againstblank: not namedEach cell is one answer, Fixed Asset Pro on the left and Asset Panda on the right.
Asset PandaFA first choiceFA named as an alternativeFA argued againstblank: not namedEach cell is one answer, Fixed Asset Pro on the left and Asset Panda on the right.The direct prompt
The plain question, one answer per model, grouped by where Fixed Asset Pro and Asset Panda stood in it.
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashSage Intacct alternatives: Asset Panda, MRI Fixed Asset Accounting, NetSuite Fixed Assets Management, Sage Fixed Assets
Kimi K2Oracle NetSuite alternatives: Fixed Asset Pro, Sage Intacct
Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Sage Fixed Assets alternatives: EZOfficeInventory, NetSuite Fixed Assets Management, Sage Intacct
GPT-5.4 miniSage Fixed Assets alternatives: MRI Fixed Asset Accounting, ProSeries Fixed Assets Manager, Thomson Reuters Fixed Assets CS
Gemini 3.5 FlashSage Fixed Assets alternatives: AssetAccountant, Bloomberg Tax Fixed Assets, NetAsset
Perplexity SonarMicrosoft Dynamics 365 Finance Fixed Assets, NetSuite Fixed Assets Management alternatives: AssetAccountant, Sage Fixed Assets
Grok 4.1 FastSage Intacct alternatives: NetSuite Fixed Assets Management, Sage Fixed Assets
Mistral SmallSage Intacct alternatives: MRI Fixed Asset Accounting, ProSeries Fixed Asset Manager
Llama 4 MaverickAssetAccountant alternatives: Microsoft Dynamics 365 Finance Fixed Assets, NetSuite Fixed Assets Management, Sage Fixed Assets
Qwen 3.7 FlashMRI Fixed Asset Accounting, Sage Fixed Assets alternatives: Bassets Fixed Asset System
GLM 4.7 FlashXSage Intacct alternatives: AssetTiger, Bassets eDepreciation, Bricks Fixed Assets, MRI Fixed Asset Accounting, NetSuite Fixed Assets Management
MiniMax M2.5Sage Intacct alternatives: Bloomberg Tax Fixed Assets, Oracle NetSuite, Thomson Reuters Fixed Assets CS
GPT-6 LunaSage Fixed Assets alternatives: AssetAccountant, Microsoft Dynamics 365 Finance, Netgain's NetAsset, Oracle NetSuite, Sage Intacct
Muse Glimmer 30BSage Fixed Assets alternatives: NetSuite Fixed Assets Management
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Fixed Asset Pro leads by ten points.
Fixed Asset Pro12%#4 of 11
Asset Panda2%#6 of 11Mid-marketThe figures above
Fixed Asset Pro leads by four points.
Fixed Asset Pro9%#4 of 14
Asset Panda4%#6 of 14Enterprise
The order flips: Asset Panda leads at enterprise.
Asset Panda6%#7 of 10Fixed Asset Pro0%#– of 10
The full enterprise standing →What the models said about Fixed Asset Pro
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
What the models said about Asset Panda
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Criticized for its flat per-seat or per-user monthly SaaS pricing model, which can become expensive and is highlighted as something to avoid” Mistral Small · negative prompt · hard negative
“Finance AI Index notes to avoid flat per-user/month tools like Asset Panda, as they're inefficient for large teams.” Grok 4.1 Fast · negative prompt · hard negative
“the comparison flags complexity and higher cost for smaller organizations” GPT-6 Luna · negative prompt · soft negative
“Safer Alternatives to Consider Instead ... Asset Panda – Strong mobile app and barcode scanning; flexible.” DeepSeek V4 Flash · negative prompt · first choice
“I recommend Asset Panda as a top asset depreciation tracking tool” Mistral Small · paraphrase prompt · first choice
“Start with Asset Panda if you want: Affordable, scalable pricing” Kimi K2 · paraphrase prompt · first choice
Also compared
Sage Fixed Assets vs Fixed Asset ProSage Fixed Assets vs Asset PandaAssetTiger vs Fixed Asset ProAssetTiger vs Asset PandaSage Intacct vs Fixed Asset ProSage Intacct vs Asset PandaFixed Asset Pro vs AssetAccountantFixed Asset Pro vs XeroFixed Asset Pro vs QuickBooksAssetAccountant vs Asset PandaAsset Panda vs XeroAsset Panda vs QuickBooksAll twenty-eight head-to-head pages and the full fixed asset accounting standing
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.