Small business=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 10 pointsRank 8 → 6 of 80
1 category · RankedAsset Panda
86Judge labels
6First choices
14Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
6% in Fixed asset accounting for enterprise buyers
Rank 6 of 107 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 18% of its 28 labels there were negative.
What the models named instead of Asset Panda →By buyer segmentRead the same way at every buyer size.
Small business6 of 81
2%34 labels
accepted challenger
Mid-market6 of 107
4%28 labels
accepted challenger
Enterprise7 of 109
6%24 labels
criticized challenger
In fixed asset accounting · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Asset Panda for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Fixed asset accounting | Accounting and close | 4% | 6 of 107 | 18% | 28 | accepted challenger | =heldSince September 2026: 4% → 5%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Asset Panda held within the floor in its one category: no change cleared 10 points.
Best category · Fixed asset accounting · by segment
Mid-market=heldSince September 2026: 4% → 5%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
5%from 4% in September 2026
Inside the floor by 10 pointsRank 6 → 5 of 104
Enterprise▲+1Since September 2026: 6% → 7%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.
7%from 6% in September 2026
Inside the floor by 9 pointsRank 6 → 5 of 104
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Fixed asset accounting | 4% | 5% | =heldSince September 2026: 4% → 5%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 of 107, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Asset Panda across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Asset Panda across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 2 | 0 | 4 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 0 | 1 | 3 |
| Mistral Small | 1 | 0 | 0 | 2 | 3 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct12 labelsNone
Paraphrase13 labels2
Comparative28 labels3not counted in share
Budget-constrained9 labels3
Scale-constrained10 labels1
Negative14 labels2not counted in share
First choiceAlternativeMentionNegative86 labels in all, every segment counted; 6 of the 11 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Safer Alternatives to Consider Instead ... Asset Panda – Strong mobile app and barcode scanning; flexible.” DeepSeek V4 Flash · Fixed asset accounting · negative prompt · first choice
“I recommend Asset Panda as a top asset depreciation tracking tool” Mistral Small · Fixed asset accounting · paraphrase prompt · first choice
“Start with Asset Panda if you want: Affordable, scalable pricing” Kimi K2 · Fixed asset accounting · paraphrase prompt · first choice
“Asset Panda ranks #1 for its asset-based pricing, unlimited users, and unified management of IT, facilities, maintenance, and fixed assets.” Claude Haiku 4.5 · Fixed asset accounting · comparative prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“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 · Fixed asset accounting · 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 · Fixed asset accounting · negative prompt · hard negative
“the comparison flags complexity and higher cost for smaller organizations” GPT-6 Luna · Fixed asset accounting · negative prompt · soft negative
“Asset Panda - has flat per-seat or per-user/month SaaS pricing” Llama 4 Maverick · Fixed asset accounting · negative prompt · soft negative
Named alongside
The products named in the same answers as Asset Panda, over the 86 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Asset Panda was named but was not.ShowHide
Named alongside
The products named in the same answers as Asset Panda, over the 86 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Asset Panda was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Asset Panda. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 85 of the 86 answers that named Asset Panda and are not a share of its labels.
Domains cited
worldmetrics.org41
softwareadvice.com32
assetcues.com31
gitnux.org30
softwareconnect.com30
zipdo.co30
assetpanda.comYour site29
capterra.com29
tech.co28
thecfoclub.com28
279 of the 308 domain citations in answers naming Asset Panda came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
assetpanda.com ranks 6 on Google for the category's searches. In the answers, Asset Panda takes 4% of first choices and Sage Fixed Assets takes 34%.ShowHide
Search and answers
assetpanda.com ranks 6 on Google for the category's searches. In the answers, Asset Panda takes 4% of first choices and Sage Fixed Assets takes 34%.
ShowHideIn search
Google, US estimatesPosition for “fixed asset tools”
–
not in the top ten
Position for “fixed asset accounting software”
7
- Searches for its name, Google
- 5,400 a month (“asset panda”)
- AI search demand for its name, est.
- 55 a month
- Organic visits to its site
- about 35,566 a month
- Searches its site ranks for
- 2,215 · 314 in the top three
- Sites linking to it
- 1,733
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
4%
rank 6 of 107 in fixed asset accounting
Segment leader
34%
Sage Fixed Assets
- First choices
- 6 across its categories
- Named in
- 86 answers
- Its own site cited
- in 85 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on assetpanda.com
783
subdomains included
Content
465
counted in the table below
Documentation
1
Product · Integration
158 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 161 | 4 | 2026-08-18 | ||
| Blog | 149 | 6 | 2026-09-15 | ||
| News or press | 60 | 5 | 2026-09-15 | ||
| Comparison | 35 | 1 | 2026-08-12 | ||
| Report or ebook | 32 | 0 | 2026-02-10 | ||
| Glossary or explainer | 13 | 0 | 2025-10-23 | ||
| Template or tool | 9 | 3 | 2026-09-22 | ||
| Webinar or virtual event | 6 | 0 | 2025-05-21 |
Most recent
- 2026-09-22Activity stream template or tool
- 2026-09-15Asset panda brings ai powered help desk ticketing and asset management together in one platform news or press
- 2026-09-15Help desk ticketing reimagined ursa ai blog
- 2026-09-15Asset panda help desk ticketing faq blog
- 2026-09-01Asset panda helps law enforcement agencies strengthen chain of custody evidence accountability with digital asset manage news or press
- 2026-08-19Portfolio operations software blog
How it is countedHide how it is counted
Every page assetpanda.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Follow Asset Panda
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Asset Panda is its own company.ShowHide
The company
Asset Panda is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Asset Panda: The #1 Asset Management Software
- For
- organizations managing assets across sectors, including Government, Manufacturing, Healthcare, Education, Construction, and Nonprofit
- Price stated
- Request a demo for pricing. assetpanda.com
- Free plan or trial
- Try for Free assetpanda.com
- Certifications
- SOC 2 Type II CertifiedHIPAA CompliantGovRAMP AuthorizedPCI DSS CompliantNFPA CompliantGDPR CompliantEU-U.S. Data Privacy Framework (DPF) CertifiedSOC 2 Type II
- Customers named
- Saint Francis UniversityBronte ConstructionGeneral ElectricWyoming Supreme CourtUnity HospiceRipple ITCreston Community School DistrictUniversity of Connecticut
- Not stated on the pages read
- Starting price, integrations, hosting
What Asset Panda's own pages state, read September 28, 2026: assetpanda.com, assetpanda.com/pricing, assetpanda.com/trust, assetpanda.com/solutions/education, assetpanda.com/resource-center/case-studies. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Asset Panda's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Asset Panda, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Asset Panda by email, built from the raw record of the edition. It shows:
- where Asset Panda is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Asset Panda, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.