Every category where a model named Profisee 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	41%	1 of 92	2%	51	endorsed leader

Movement

This is the first edition on this tier, so no move can be computed for Profisee 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 Profisee 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	2	0	1	0	3
GPT-5.4 mini	0	1	1	0	2
Gemini 3.5 Flash	2	3	0	0	5
Perplexity Sonar	1	1	1	0	3
Grok 4.1 Fast	2	1	2	0	5
Mistral Small	3	1	0	0	4
DeepSeek V4 Flash	2	2	0	0	4
Llama 4 Maverick	0	0	4	0	4
Qwen 3.7 Flash	3	0	0	0	3
Kimi K2	3	2	0	0	5
GLM 4.7 FlashX	2	2	0	0	4
MiniMax M2.5	1	0	0	1	2
GPT-6 Luna	1	3	0	0	4
Muse Glimmer 30B	2	0	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

Direct29 labels17

Paraphrase18 labels10

Comparative31 labels8not counted in share

Budget-constrained28 labels10

Scale-constrained20 labels8

Negative20 labels6not counted in share

First choiceAlternativeMentionNegative146 labels in all, every segment counted; 45 of the 59 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.

“I'd recommend starting with Profisee if you're in the Microsoft ecosystem, as it offers the best balance of features, pricing, and ease of implementation” GLM 4.7 FlashX · Master data · paraphrase prompt · first choice

“Highly rated for mid-market companies... strong balance of powerful multi-domain MDM features with a lower total cost of ownership and fast deployment times.” Gemini 3.5 Flash · Master data · scale prompt · first choice

“Profisee is known for an industry-leading low total cost of ownership, rapid implementation and a truly flexible multi-domain platform.” Claude Haiku 4.5 · Master data · budget prompt · first choice

“if your firm is Microsoft-centric (which is extremely common in B2B), Profisee will likely be the smoothest operational fit” DeepSeek V4 Flash · Master data · direct 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.

“Profisee: Lacks strong PIM capabilities (like BOM support) and doesn't leverage NoSQL/ graph databases” MiniMax M2.5 · Master data · negative prompt · soft negative

Named alongside

The products named in the same answers as Profisee MDM, over the 146 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Profisee MDM was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Semarchy xDM117 of 1468Compare →

Informatica MDM108 of 14623Compare →

Reltio75 of 1463Compare →

SAP Master Data Governance69 of 1462Not among the top eight

Stibo Systems STEP63 of 1462Not among the top eight

Pimcore55 of 14613Compare →

Ataccama ONE46 of 1460Compare →

AtroCore MDM42 of 14613Compare →

IBM InfoSphere26 of 1460Not among the top eight

IBM InfoSphere MDM25 of 1461Not 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 Profisee 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 141 of the 146 answers that named Profisee MDM and are not a share of its labels.

Domains cited

atrocore.com89

profisee.comYour site81

semarchy.com68

fanruan.com59

guideflow.com53

ovaledge.com48

ciopages.com45

geopostcodes.com45

gartner.com44

g2.com42

493 of the 574 domain citations in answers naming Profisee MDM came from somebody else's page.

Pages cited

atrocore.com/en/blog/best-master-data-management-tools72

semarchy.com/blog/top-master-data-management-solutions-compared58

guideflow.com/blog/master-data-management-software49

ovaledge.com/blog/master-data-management-tools48

profisee.com/30-best-master-data-management-tools47

ciopages.com/buyer-guides/master-data-management45

fanruan.com/en/blog/master-data-management-solutions-importance-business-success41

larksuite.com/en_us/blog/tools-for-master-data-management40

Pages are listed as the models cited them.

Search and answers

Where Profisee MDM stands in Google search beside where it stands in the models' answers.

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In search

Google, US estimates

Position for “master data management platform”

Position for “master data management platforms”

–

not in the top ten

Searches for its name, Google: 260 a month (“profisee mdm”)
AI search demand for its name, est.: 9 a month
Organic visits to its site: about 17,958 a month
Searches its site ranks for: 1,814 · 255 in the top three
Sites linking to it: 2,570
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

7 ads · 6 text, 1 video · 5 shown in the last 30 days

First shown June 2025, as Hailey Hastings, verified. Ads started 2025-11 to 2026-10: 4 in the year, 3 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

41%

rank 1 of 92 in master data

First choices

across its categories

Named in: 146 answers
Its own site cited: in 141 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 profisee.com

708

subdomains included

Content

578

counted in the table below

Documentation

Product · Integration

84 · 9

Kind	Pages	Last 90 days	Latest
Blog	254	7	2026-08-31
Podcast or video	116	6	2026-09-18
Conference or event	113	12	2026-09-22
Case study	39	0	2025-11-19
News or press	29	4	2026-08-26
Comparison	18	0	2025-12-12
Glossary or explainer	9	0	2026-03-10

Most recent

2026-09-22Data innovation summit mea 2026 conference or event
2026-09-18Why data teams are a tax on the business podcast or video
2026-09-15Cdo magazine nashville roundtable exchange conference or event
2026-09-14From batch to real time unlocking high volume mdm with profisee anz conference or event
2026-09-14From batch to real time unlocking high volume mdm with profisee emea conference or event
2026-09-10Ai just changed mdm 10 minutes to mastered data anz conference or event

How it is countedHide how it is counted

Every page profisee.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.

Names read as Profisee MDM

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

Profisee 49

Follow Profisee 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

Profisee MDM is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Enterprise Master Data Management
profisee.com
For: business users
profisee.com
Certifications: SOC 2HIPAA/HITECH ComplianceAICPA-SOCISOAzure Certified SoftwareHIPAA/HI-TECHSOC 2 Type 1 complianceISO 27001
Hosting: Hosted in Azure by ProfiseeAzure, AWS, GCP, any cloudMicrosoft Azure in regional pairsEEA
Customers named: LexmarkMass General BrighamSpecialty Insurance CarrierRheemYMCA of the USADomino'sGAPNestle Purina
Not stated on the pages read: Price, starting price, free plan or trial, integrations

What Profisee MDM's own pages state, read October 5, 2026: profisee.com, profisee.com/pricing, profisee.com/security, profisee.com/platform, profisee.com/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 Profisee 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 Profisee 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 Profisee MDM by email, built from the raw record of the edition. It shows:

where Profisee 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 Profisee 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 Profisee 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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AI models recommend Profisee MDM 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/profisee-mdm--master-data-management-wide.svg" alt="AI models' first choice 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/profisee-mdm--master-data-management-square.svg" alt="AI models' first choice 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/profisee-mdm--master-data-management-compact.svg" alt="AI models' first choice 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.