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Fixed asset accounting · September 2026 Edition

Fixed Asset Pro vs Asset Panda

One of twelve models named Fixed Asset Pro first on the direct prompt; zero named Asset Panda. Fixed Asset Pro was named by ten of the twelve models and Asset Panda by twelve and Fixed Asset Pro carries 15 labels and Asset Panda 32, so the shares are not directly comparable.

Fixed Asset Pro

accepted challenger

Named in one category this edition.

Asset Panda

accepted challenger

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 rate13%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 11; printed, not drawn.
Labels1532A 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 eight of the twelve direct answers. Sage Fixed Assets vs Fixed Asset Pro · Sage Fixed Assets vs Asset Panda · Sage Intacct vs Fixed Asset Pro

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
Fixed Asset ProFirst choices, of twelve modelsAsset Panda
Direct101 against Asset Panda
Paraphrase02
Comparative02
Budget-constrained301 against Asset Panda
Scale-constrained001 against Asset Panda
Negative002 against Fixed Asset Pro
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Fixed Asset Pro and Asset Panda stood in it.
ModelDirectFAParaphraseFAComparativeFABudget-constrainedFAScale-constrainedFANegativeFA
Claude Haiku 4.5FA
GPT-5.4 miniFAFAFA
Gemini 3.5 FlashFA
Perplexity SonarFAFA
Grok 4.1 FastFAFA
Mistral Small
DeepSeek V4 FlashFA
Llama 4 Maverick
Qwen 3.7 FlashFA
Kimi K2FA
GLM 4.7 FlashXFAFA
MiniMax M2.5
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.

The direct prompt

The plain question, one answer per model, grouped by where Fixed Asset Pro and Asset Panda stood in it.

Fixed Asset Pro first, Asset Panda not the choice

1 of 12 modelsAsset Panda was named in the answer but not as the choice, or not at all.
GPT-5.4 miniFixed Asset Pro alternatives: FMIS Fixed Assets, Thomson Reuters Fixed Assets CS

Neither was the first choice, one was named

3 of 12 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, Microsoft Dynamics 365 Business Central, Sage Fixed Assets, Thomson Reuters Fixed Assets CS
GLM 4.7 FlashXSage Intacct alternatives: Asset Panda, Bassets eDepreciation, GoCodes, MRI Fixed Asset Accounting, Oracle NetSuite
MiniMax M2.5Sage Fixed Assets, Sage Intacct alternatives: Acumatica Fixed Assets, Asset Panda

Neither was named

8 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Sage Fixed Assets alternatives: AssetAccountant, EZOfficeInventory, Microsoft Dynamics 365 Finance
Gemini 3.5 FlashAssetAccountant alternatives: Bloomberg Tax Fixed Assets, NetAsset
Perplexity SonarSage Intacct alternatives: Microsoft Dynamics 365 Business Central, NetSuite Fixed Assets Management, Sage Fixed Assets
Grok 4.1 FastSage Fixed Assets / Sage Intacct Fixed Assets alternatives: MRI Fixed Asset Accounting, Microsoft Dynamics 365 Business Central, NetSuite Fixed Assets Management
Mistral SmallMRI Fixed Asset Accounting alternatives: NetSuite Fixed Assets Management, Sage Fixed Assets
Llama 4 MaverickSage Fixed Assets alternatives: MRI Fixed Asset Accounting
Qwen 3.7 FlashMRI Fixed Asset Accounting alternatives: NetAsset, Sage Fixed Assets
Kimi K2Sage Intacct alternatives: Bloomberg Tax Fixed Assets, Oracle NetSuite, Sage Fixed Assets

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 eight points.
Fixed Asset Pro10%#5 of 9
Asset Panda2%#8 of 9
The full small business standing →
Mid-marketThe figures above
Fixed Asset Pro leads by four points.
Fixed Asset Pro9%#3 of 11
Asset Panda4%#6 of 11
The full mid-market standing →
Enterprise
The order flips: Asset Panda leads at enterprise.
Asset Panda6%#5 of 9
Fixed Asset Pro0%#– of 9
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. Five of six in this category shown.

“complaints include depreciation mismatches with tax software, disposed assets not dropping from totals” Grok 4.1 Fast · negative prompt · soft negative
“Disposals may not automatically reduce totals; tax depreciation calculations can mismatch tax software” GLM 4.7 FlashX · negative prompt · soft negative
“If you are doing everything manually in spreadsheets currently, start with Fixed Asset Pro.” Qwen 3.7 Flash · budget prompt · first choice
“Fixed Asset Pro is one of the most highly recommended options for budget-conscious companies.” Claude Haiku 4.5 · budget prompt · first choice
“I'd pick Fixed Asset Pro for most mid-market B2B companies” GPT-5.4 mini · direct 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 seven in this category shown.

“though the latter two lean more operational/ITAM unless paired with a strong accounting engine” Kimi K2 · scale prompt · soft negative
“much cheaper than high-end asset management systems like Asset Panda or NetSuite” Qwen 3.7 Flash · budget prompt · soft negative
“great for tracking but lighter accounting” Grok 4.1 Fast · direct prompt · soft negative
“Asset Panda - Best for tracking on the go. Asset Panda unifies IT Asset Management (ITAM), maintenance management (CMMS), and fixed asset tracking with depreciation in a single configurable platform” Claude Haiku 4.5 · comparative prompt · first choice
“For most teams: Asset Panda or EZOfficeInventory offer the best balance of features, pricing, and ease of use” MiniMax M2.5 · comparative prompt · first choice
“Microsoft Dynamics 365 Business Central and Asset Panda are the top choices” Mistral Small · paraphrase prompt · first choice
Also compared

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.