Every category where a model named MRI Fixed Asset Accounting 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	2%	11 of 107	0%	10	accepted challenger	▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, MRI Fixed Asset Accounting held within the floor in its one category: no change cleared 10 points.

Best category · Fixed asset accounting · by segment

Small business=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 61 → 33 of 80

Mid-market▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

2%from 4% in September 2026

Inside the floor by 8 pointsRank 8 → 11 of 104

Enterprise▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

0%from 2% in September 2026

Inside the floor by 8 pointsRank 14 → 25 of 104

All categories · Mid-market

Category	September 2026	Now	Change	Reading	Rank
Fixed asset accounting	4%	2%	▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.	Within noise	Rank 8 → 11 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 MRI Fixed Asset Accounting across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	1	0	1
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	0	0	0
Mistral Small	0	2	1	3
DeepSeek V4 Flash	0	1	0	1
Llama 4 Maverick	0	1	0	1
Qwen 3.7 Flash	1	0	0	1
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	2	0	2
MiniMax M2.5	0	0	0	0
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	0	1	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

Direct7 labels1

Paraphrase5 labelsNone

Comparative1 labelNone

Budget-constrained1 labelNone

Scale-constrained2 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative16 labels in all, every segment counted; 1 of the 1 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.

“Start with a demo from Sage Fixed Assets and MRI, as they are the most frequently cited leaders” Qwen 3.7 Flash · Fixed asset accounting · direct prompt · first choice

“Designed for mid-sized to large organizations, this software provides tight control over depreciation, reporting, and compliance” Mistral Small · Fixed asset accounting · direct prompt · alternative

“built for mid-sized to large organizations that need tight control over depreciation, reporting, and compliance” Llama 4 Maverick · Fixed asset accounting · paraphrase prompt · alternative

“High complexity (multi‑entity, multiple books, tax vs. book): Sage Fixed Assets or MRI Fixed Asset Accounting.” GLM 4.7 FlashX · Fixed asset accounting · paraphrase 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.

No model argued against it.

Named alongside

The products named in the same answers as MRI Fixed Asset Accounting, over the 16 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and MRI Fixed Asset Accounting was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Sage Fixed Assets10 of 164Not among the top eight

Wasp AssetCloud4 of 160Not among the top eight

Sage Intacct3 of 163Not among the top eight

Asset Panda3 of 161Not among the top eight

AssetTiger3 of 161Not among the top eight

NetSuite Fixed Assets Management3 of 160Not among the top eight

AssetAccountant2 of 161Not among the top eight

NetAsset2 of 161Not among the top eight

Bassets eDepreciation2 of 160Not among the top eight

Infor2 of 160Not among the top eight

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 MRI Fixed Asset Accounting. 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 15 of the 16 answers that named MRI Fixed Asset Accounting and are not a share of its labels.

Domains cited

softwareconnect.com11

zipdo.co8

gitnux.org7

softwareadvice.com7

worldmetrics.org6

acquisition-international.com5

finance-ai-index.com4

itqlick.com4

netgain.tech4

asset.accountant3

Fifty-nine of the fifty-nine domain citations in answers naming MRI Fixed Asset Accounting came from somebody else's page.

Pages cited

softwareconnect.com/roundups/best-fixed-asset-management-software11

acquisition-international.com/the-7-best-fixed-asset-depreciation-software-driving-finance5

softwareadvice.com/accounting/fixed-asset-accounting-software-comparison5

finance-ai-index.com/accounting/fixed-asset-accounting4

gitnux.org/best/depreciate-software4

itqlick.com/category/fixed-asset-accounting4

netgain.tech/blog/fixed-asset-depreciation-software4

worldmetrics.org/best/fixed-asset-depreciation-software4

Pages are listed as the models cited them.

Search and answers

mrisoftware.com is not in Google's top ten for any of the category's searches. In the answers, MRI Fixed Asset Accounting takes 2% of first choices and Sage Fixed Assets takes 34%.

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In search

Google, US estimates

Position for “fixed asset tools”

–

not in the top ten

Position for “fixed asset accounting software”

–

not in the top ten

Searches for its name, Google: not counted (“mri fixed asset accounting”)
AI search demand for its name, est.: 0 a month
Its company's site: mrisoftware.com shared with MRI's other products; the figures are the site's
Organic visits to its site: about 66,360 a month
Searches its site ranks for: 8,098 · 935 in the top three
Sites linking to it: 8,616
Paid Google search: 4 searches its ads show for, about 5 clicks and $56 a month (estimate)

Ads on GoogleDetailLess

85 ads · 85 text · 57 shown in the last 30 days

First shown October 2021, as Nathaniel Kristy, verified. Ads started 2025-10 to 2026-09: 32 in the year, 53 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 11 of 107 in fixed asset accounting

Segment leader

34%

Sage Fixed Assets

First choices: 1 across its categories
Named in: 16 answers
Its own site cited: in 15 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.

Names read as MRI Fixed Asset Accounting

What the judge wrote, as written, with how often. The vendor table decides that these count as MRI Fixed Asset Accounting; a claim can dispute any of them.

MRI Software 1

Follow MRI Fixed Asset Accounting

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

MRI is the company behind MRI Fixed Asset Accounting.

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On record

Company records

Also from MRI: MRI ProLease, MRI Software

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 MRI Fixed Asset Accounting'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 MRI Fixed Asset Accounting, 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 MRI Fixed Asset Accounting by email, built from the raw record of the edition. It shows:

where MRI Fixed Asset Accounting 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 MRI Fixed Asset Accounting, 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.