Small business▲+4Since September 2026: 10% → 14%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
14%from 10% in September 2026
Inside the floor by 6 pointsRank 5 → 4 of 80
Fixed Asset Pro
43Judge labels
10First choices
10Negative labels
12 / 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
12% in Fixed asset accounting for small business buyers
Rank 4 of 107 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 29% of its 21 labels there were negative.
What the models named instead of Fixed Asset Pro →By buyer segmentStrongest at small business.
Small business4 of 81
12%17 labels
accepted challenger
Mid-market4 of 107
9%21 labels
criticized challenger
Enterprise84 of 109
0%5 labels
under the label threshold
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 Fixed Asset Pro 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 | 9% | 4 of 107 | 29% | 21 | criticized challenger | ▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Fixed Asset Pro held within the floor in its one category: no change cleared 10 points.
Best category · Fixed asset accounting · by segment
Mid-market▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
7%from 9% in September 2026
Inside the floor by 8 pointsRank 3 → 4 of 104
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 77 → 80 of 104
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Fixed asset accounting | 9% | 7% | ▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 4 of 107 |
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 Fixed Asset Pro 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 Fixed Asset Pro 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 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 0 | 2 | 1 | 4 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 1 | 2 |
| Kimi K2 | 1 | 1 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
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
Direct3 labels1
Paraphrase7 labels3
Comparative3 labels1not counted in share
Budget-constrained17 labels6
Scale-constrained3 labelsNone
Negative10 labelsNone
First choiceAlternativeMentionNegative43 labels in all, every segment counted; 10 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.
“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 · Fixed asset accounting · budget prompt · first choice
“I'd recommend Fixed Asset Pro as a strong, cost-effective choice for asset depreciation tracking.” Grok 4.1 Fast · Fixed asset accounting · paraphrase prompt · first choice
“Fixed Asset Pro offers the best long-term value for serious fixed asset management” Kimi K2 · Fixed asset accounting · budget prompt · first choice
“Fixed Asset Pro | Best Value | Annual Flat Fee (~$500/yr)” Qwen 3.7 Flash · Fixed asset accounting · budget prompt · first choice
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.
“Avoid if you have high-volume disposals or need GAAP/financial statement accuracy on disposal.” DeepSeek V4 Flash · Fixed asset accounting · negative prompt · hard negative
“Lacks custom reports, no direct ERP integration (requires manual exports), update/install frustrations, occasional depreciation errors” Grok 4.1 Fast · Fixed asset accounting · 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 · Fixed asset accounting · negative prompt · soft negative
“Some versions have bugs; forced upgrades to maintain support; "not very visually pleasing"” Kimi K2 · Fixed asset accounting · negative prompt · soft negative
Named alongside
The products named in the same answers as Fixed Asset Pro, over the 43 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Fixed Asset Pro was named but was not.ShowHide
Named alongside
The products named in the same answers as Fixed Asset Pro, over the 43 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Fixed Asset Pro 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 Fixed Asset Pro. 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 43 of the 43 answers that named Fixed Asset Pro and are not a share of its labels.
Domains cited
softwareadvice.com32
capterra.com27
softwareconnect.com19
sourceforge.net19
moneysoft.com18
tech.co18
gitnux.org16
fitsmallbusiness.com14
xero.com13
houseblend.io12
No domain is on file for Fixed Asset Pro, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Fixed Asset Pro stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Fixed Asset Pro stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 110 a month (“fixed asset pro”)
- AI search demand for its name, est.
- 2 a month
- Its own site
- No site of its own on file, so no site figures
In answers
This editionShare of first choices
9%
rank 4 of 107 in fixed asset accounting
Segment leader
34%
Sage Fixed Assets
- First choices
- 10 across its categories
- Named in
- 43 answers
- Its own site cited
- No site on file to match
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.
Names read as Fixed Asset Pro
What the judge wrote, as written, with how often. The vendor table decides that these count as Fixed Asset Pro; a claim can dispute any of them.
Fixed Asset Pro by MoneySoft 4Fixed Asset Pro (MoneySoft) 1
Follow Fixed Asset Pro
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.
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 Fixed Asset Pro'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 Fixed Asset Pro, 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 Fixed Asset Pro by email, built from the raw record of the edition. It shows:
- where Fixed Asset Pro 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 Fixed Asset Pro, 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.