Every category where a model named AtroCore MDM 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
Master data management	Data platform	16%	3 of 92	11%	19	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for AtroCore MDM yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated AtroCore MDM 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	Negative	Labels
Claude Haiku 4.5	0	1	0	0	1
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	1	0	0	1
Perplexity Sonar	0	0	0	0	0
Grok 4.1 Fast	0	1	0	1	2
Mistral Small	1	0	0	1	2
DeepSeek V4 Flash	1	1	0	0	2
Llama 4 Maverick	2	0	1	0	3
Qwen 3.7 Flash	0	2	0	0	2
Kimi K2	1	0	1	0	2
GLM 4.7 FlashX	1	0	0	0	1
MiniMax M2.5	2	0	0	0	2
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

Direct10 labels3

Paraphrase9 labels4

Comparative7 labels1not counted in share

Budget-constrained21 labels14

Scale-constrained2 labelsNone

Negative13 labels2not counted in share

First choiceAlternativeMentionNegative62 labels in all, every segment counted; 21 of the 24 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.

“If you need a truly free, no revenue limit core and can self-host: AtroCore Open Source Edition. Free core with free import/export modules, MIT-licensed, no revenue threshold.” Muse Glimmer 30B · Master data · budget prompt · first choice

“AtroCore: A strong open-source MDM option for B2B companies, particularly suitable for mid-sized companies with 200 to 2,000 employees.” Llama 4 Maverick · Master data · paraphrase prompt · first choice

“I would recommend starting with either: AtroCore if you want an open-source, flexible solution with strong governance capabilities” MiniMax M2.5 · Master data · paraphrase prompt · first choice

“For most companies on a limited budget, AtroCore ... offers the best balance of capability, flexibility, and cost.” DeepSeek V4 Flash · Master data · 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.

“Open-source/SMB options (e.g., AtroCore, Pimcore): Cost-effective but cautioned for lacking enterprise-grade SLAs” Grok 4.1 Fast · Master data · negative prompt · soft negative

“Open-source options can be risky without strong technical support.” Mistral Small · Master data · negative prompt · soft negative

Named alongside

The products named in the same answers as AtroCore MDM, over the 62 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and AtroCore MDM was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Pimcore48 of 627Compare →

Profisee MDM42 of 6217Compare →

Informatica MDM38 of 620Compare →

Semarchy xDM37 of 624Compare →

Boomi MDM23 of 621Not among the top eight

SAP Master Data Governance19 of 620Not among the top eight

Reltio14 of 620Compare →

IBM InfoSphere12 of 620Not among the top eight

Ataccama ONE11 of 620Compare →

Stibo Systems STEP11 of 620Not 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 AtroCore MDM. 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 62 of the 62 answers that named AtroCore MDM and are not a share of its labels.

Domains cited

atrocore.comYour site62

geopostcodes.com32

fanruan.com29

g2.com26

guideflow.com19

devopsschool.com18

profisee.com17

explodingtopics.com16

fortegrp.com16

myhospitalnow.com16

189 of the 251 domain citations in answers naming AtroCore MDM came from somebody else's page.

Pages cited

atrocore.com/en/blog/best-master-data-management-tools54

geopostcodes.com/blog/comparison-master-data-management-tools27

fanruan.com/en/blog/master-data-management-solutions-importance-business-success24

atrocore.com/en/blog/master-data-management-tools20

atrocore.com/en/blog/open-source-master-data-management19

guideflow.com/blog/master-data-management-software17

explodingtopics.com/blog/mdm-tools16

fortegrp.com/insights/top-19-data-management-tools-platforms-in-the-usa16

Pages are listed as the models cited them.

Search and answers

atrocore.com is not in Google's top ten for any of the category's searches. In the answers, AtroCore MDM takes 16% of first choices and Profisee MDM takes 41%.

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In search

Google, US estimates

Position for “master data management platform”

–

not in the top ten

Position for “master data management platforms”

–

not in the top ten

Searches for its name, Google: 10 a month (“atrocore mdm”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 385 a month
Searches its site ranks for: 342 · 7 in the top three
Sites linking to it: 640
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on Google

None found in Google's ad transparency records for the US

In answers

This edition

Share of first choices

16%

rank 3 of 92 in master data

Segment leader

41%

Profisee MDM

First choices: 21 across its categories
Named in: 62 answers
Its own site cited: in 62 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 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

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Addresses on atrocore.com

3,844

subdomains included

Content

336

counted in the table below

Documentation

2,415

Product · Integration

0 · 0

Kind	Pages	Last 90 days	Latest
Blog	130	21	2026-09-24
Glossary or explainer	109	undated
Case study	75	undated
Template or tool	18	undated
Comparison	3	1	2026-07-06
Report or ebook	1	undated

Most recent

2026-09-24Supplier data onboarding blog
2026-09-22Pharma master data management blog
2026-09-17Unified customer data platform blog
2026-09-15Custom crm software blog
2026-08-30Smart master data management blog
2026-08-26Data governance implementation blog

How it is countedHide how it is counted

Every page atrocore.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. Read September 29, 2026.

Names read as AtroCore MDM

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

AtroCore 15AtroCore (AtroMDM) 1

Follow AtroCore MDM

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

AtroCore MDM is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: AtroCore is a modular open-source Business Application Platform for master data, integrations, and automation. Highly configurable, user-friendly, mobile-ready.
atrocore.com
For: mid-market companies, large companies and enterprises
atrocore.com
Price stated: Open-Source Edition: Free; SaaS Edition: Start from € 400 / month or Start from € 4320 / year (incl. 10% discount); SaaS Premium Edition: Start from € 1930 / month or Start from € 20844 / year (incl. 10% discount) atrocore.com/en/pricing
Starting price: Free atrocore.com/en/pricing
Free plan or trial: Free consultation atrocore.com
Hosting: 30+ locations worldwide
Not stated on the pages read: Integrations, certifications, customers

What AtroCore MDM's own pages state, read October 5, 2026: atrocore.com, atrocore.com/en/pricing, atrocore.com/en/case-studies, atrocore.com/en/integrations. 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 AtroCore MDM'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 AtroCore MDM, 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 AtroCore MDM by email, built from the raw record of the edition. It shows:

where AtroCore MDM 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 AtroCore MDM, 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.

Badges

Wins only: a badge exists where AtroCore MDM is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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AtroCore MDM is among the products AI models recommend first in Master data management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://it-ai-index.com/it-data/master-data-management/"><img src="https://it-ai-index.com/badges/2026-10/atrocore-mdm--master-data-management-wide.svg" alt="Among AI models' top three in Master data management, October 2026 Edition, IT AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Master data management standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://it-ai-index.com/it-data/master-data-management/"><img src="https://it-ai-index.com/badges/2026-10/atrocore-mdm--master-data-management-square.svg" alt="Among AI models' top three in Master data management, October 2026 Edition, IT AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Master data management standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://it-ai-index.com/it-data/master-data-management/"><img src="https://it-ai-index.com/badges/2026-10/atrocore-mdm--master-data-management-compact.svg" alt="Among AI models' top three in Master data management, October 2026 Edition, IT AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Master data management standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.