IT AI Index

Index › Products › Semarchy Data Platform · October 2026 Edition

1 category · Named, not ranked

Semarchy Data Platform

3Judge labels

1First choices

0Negative labels

2 / 14Models named it

1Category

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.

Standing

2 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Semarchy Data Platform was named 2 times in Master data, where Profisee MDM led with 41%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business33 of 101

under the label threshold

Mid-market9 of 92

under the label threshold

Enterprisenot named

No model named it for this buyer.

In master data · 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 Semarchy Data Platform 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	2%	9 of 92	0%	2	under 10 labels · led by Profisee MDM at 41%

Movement

This is the first edition on this tier, so no move can be computed for Semarchy Data Platform 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 Semarchy Data Platform 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	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	1	0	1
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	0	0
Mistral Small	0	0	0
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0
GPT-6 Luna	0	1	1
Muse Glimmer 30B	0	0	0

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

Direct1 label1

Paraphrase0 labelsNone

Comparative2 labels1not counted in share

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative3 labels in all, every segment counted; 1 of the 2 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.

“the best default choice is usually Semarchy Data Platform” GPT-5.4 mini · Master data · direct prompt · first choice

“Flexible deployment or Snowflake-centric architecture: consider Semarchy” GPT-6 Luna · Master data · 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.

No model argued against it.

Named alongside

The products named in the same answers as Semarchy Data Platform, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Semarchy Data Platform was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Informatica MDM3 of 30Not among the top eight

Stibo Systems STEP3 of 30Not among the top eight

Ataccama ONE2 of 30Not among the top eight

Reltio2 of 30Not among the top eight

IBM Master Data Management1 of 30Not among the top eight

Profisee MDM1 of 30Not among the top eight

Reltio Data Cloud1 of 30Not among the top eight

SAP Master Data Governance1 of 30Not among the top eight

Syndigo1 of 30Not 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 Semarchy Data Platform. 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 3 of the 3 answers that named Semarchy Data Platform and are not a share of its labels.

Domains cited

gartner.com2

informatica.com2

reltio.com2

semarchy.comYour site2

ataccama.com1

docs.semarchy.comYour site1

help.sap.com1

ibm.com1

investor.salesforce.com1

news.sap.com1

Eleven of the fourteen domain citations in answers naming Semarchy Data Platform came from somebody else's page.

Pages cited

gartner.com/en/documents/76834612

informatica.com/products/master-data-management.html2

reltio.com/products/multidomain-mdm2

ataccama.com/platform1

docs.semarchy.com/saas/get-started/concepts1

gartner.com/reviews/market/master-data-management-solutions1

gartner.com/reviews/market/master-data-management-solutions/compare/product/reltio-data-cl1

help.sap.com/docs/SAP_S4HANA_ON-PREMISE/6d52de87aa0d4fb6a90924720a5b0549/56a57357f2b1aa6be1

Pages are listed as the models cited them.

Search and answers

semarchy.com is not in Google's top ten for any of the category's searches. In the answers, Semarchy Data Platform takes 2% 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

Organic visits to its site: about 5,494 a month
Searches its site ranks for: 1,318 · 133 in the top three
Sites linking to it: 1,858
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

45 ads · 45 text · 38 shown in the last 30 days

First shown January 2025, as Semarchy, Inc., verified. Ads started 2025-11 to 2026-10: 2 in the year, 43 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 9 of 92 in master data

Segment leader

41%

Profisee MDM

First choices: 1 across its categories
Named in: 3 answers
Its own site cited: in 3 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 semarchy.com

1,546

subdomains included

Content

894

counted in the table below

Documentation

Product · Integration

10 · 52

Kind	Pages	Last 90 days	Latest	Categories named
Blog	397	3	2026-09-21	Data warehouses
News or press	191	0	2025-03-12
Report or ebook	112	0	2026-01-29	Data warehouses
Podcast or video	70	undated
Case study	54	0	2025-12-18
Conference or event	19	0	2025-01-31
Webinar or virtual event	17	0	2025-12-02
Glossary or explainer	17	0	2026-06-10
Comparison	15	0	2025-12-17
Template or tool	2	undated

Most recent

2026-09-21How native mdm addresses snowflake challenges blog
2026-09-16An introduction to data products blog
2026-09-16How to design trusted scalable data products blog
2026-06-30Trusted retail data products in snowflake blog
2026-06-30Manufacturing leaders turning snowflake data into trusted data products blog
2026-06-10What is a semantic data model glossary or explainer

How it is countedHide how it is counted

Every page semarchy.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 Semarchy Data Platform

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

Semarchy Data Platform is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Build, manage and deliver intelligent data products for teams, agents and apps
semarchy.com
For: teams, agents and apps
semarchy.com
Free plan or trial: Free Trial semarchy.com
Hosting: SaaSself-hosted on cloud (AWS, Azure, Snowflake)on-premisesnatively inside Snowflake or Microsoft Fabric
Customers named: Rexel USAChipotleAaisNational Student ClearinghouseSanofiElsevierBrown-FormanDentsu
Not stated on the pages read: Price, starting price, integrations, certifications

What Semarchy Data Platform's own pages state, read October 6, 2026: semarchy.com, trust.semarchy.com, semarchy.com/platform, semarchy.com/customers, semarchy.com/partners. 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 Semarchy Data Platform'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 Semarchy Data Platform, 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 Semarchy Data Platform by email, built from the raw record of the edition. It shows:

where Semarchy Data Platform 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 Semarchy Data Platform, 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.