Every category where a model named Concentric AI 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
Data security posture management	Security operations	0%	24 of 105	10%	10	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Concentric AI 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 Concentric AI across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	0	1
GPT-5.4 mini	1	0	0	1
Gemini 3.5 Flash	1	0	0	1
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	1	0	0	1
Mistral Small	0	0	0	0
DeepSeek V4 Flash	1	0	0	1
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	1	0	1
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	1	0	1	2

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

Direct11 labelsNone

Paraphrase2 labelsNone

Comparative7 labelsNone

Budget-constrained2 labelsNone

Scale-constrained3 labelsNone

Negative4 labelsNone

First choiceAlternativeMentionNegative29 labels in all, every segment counted; 0 of the 0 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.

“Test Concentric AI if document stores, SaaS files and content-level risk are dominant.” Muse Glimmer 30B · DSPM · direct prompt · alternative

“Document-focused, strong classification; pragmatic for data-heavy B2B.” Grok 4.1 Fast · DSPM · direct prompt · alternative

“Concentric AI is widely considered a mid-market leader in this space.” Gemini 3.5 Flash · DSPM · paraphrase prompt · alternative

“Concentric AI — *Best When Documentation/File Data Dominates*” DeepSeek V4 Flash · DSPM · direct 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.

“Gartner reviewers note it intentionally does not cover some storage types, particularly legacy and niche environments.” Muse Glimmer 30B · DSPM · comparative prompt · soft negative

Named alongside

The products named in the same answers as Concentric AI, over the 29 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Concentric AI was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Sentra23 of 296Not among the top eight

Cyera22 of 293Not among the top eight

Varonis Data Security Platform21 of 291Not among the top eight

BigID19 of 292Not among the top eight

Microsoft Purview17 of 293Not among the top eight

Securiti16 of 291Not among the top eight

Wiz14 of 292Not among the top eight

Rubrik7 of 290Not among the top eight

Amazon Macie6 of 290Not among the top eight

Orca Security6 of 290Not 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 Concentric AI. 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 29 of the 29 answers that named Concentric AI and are not a share of its labels.

Domains cited

forcepoint.com19

cpl.thalesgroup.com16

gartner.com15

startupstash.com15

strac.io14

cyberpress.org13

g2.com13

orca.security11

bigid.com9

sentra.io9

134 of the 134 domain citations in answers naming Concentric AI came from somebody else's page.

Pages cited

cpl.thalesgroup.com/insights/data-security/best-dspm-solutions-enterprise-data-security16

startupstash.com/best-data-security-posture-management-tools15

cyberpress.org/dspm-tools-by-business-size-213

forcepoint.com/blog/insights/top-dspm-vendors13

gartner.com/reviews/market/data-security-posture-management13

orca.security/resources/cloud-security-learning/best-dspm-tools11

forcepoint.com/blog/insights/best-dspm-solutions9

strac.io/blog/10-best-dspm-vendors9

Pages are listed as the models cited them.

Search and answers

concentric.ai is not in Google's top ten for any of the category's searches. In the answers, Concentric AI takes 0% of first choices and Microsoft Purview takes 18%.

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In search

Google, US estimates

Position for “dspm platform”

–

not in the top ten

Position for “dspm platforms”

–

not in the top ten

Searches for its name, Google: 1,300 a month (“concentric ai”)
AI search demand for its name, est.: 32 a month
Organic visits to its site: about 4,059 a month
Searches its site ranks for: 622 · 54 in the top three
Sites linking to it: 1,076
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

83 ads · 54 text, 19 image, 10 video · 50 shown in the last 30 days

First shown January 2025, as Concentric Software, Inc., verified. Ads started 2025-11 to 2026-10: 62 in the year, 21 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 24 of 105 in DSPM

Segment leader

18%

Microsoft Purview

First choices: 0 across its categories
Named in: 29 answers
Its own site cited: in 29 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 concentric.ai

531

subdomains included

Content

359

counted in the table below

Documentation

Product · Integration

19 · 43

Kind	Pages	Last 90 days	Latest	Categories named
Blog	178	9	2026-09-22	DSPM, DLP
News or press	77	undated		DSPM
Podcast or video	53	undated		DSPM, DLP
Case study	14	undated
Webinar or virtual event	12	undated
Conference or event	8	undated		DSPM
Comparison	7	undated		DSPM
Glossary or explainer	5	1	2026-09-10	DSPM
Template or tool	3	undated
Report or ebook	2	undated

Most recent

2026-09-22Data classification tools top vendors compared in 2026 blog
2026-09-10What is iso 42001 glossary or explainer
2026-08-31Ai security tools top vendors compared in 2026 blog
2026-08-27Data access governance tools top vendors compared in 2026 blog
2026-08-21A guide to ai security posture management aispm blog
2026-08-21Every Company Is Now a High-Stakes Operation - Concentric AI blog

How it is countedHide how it is counted

Every page concentric.ai 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 October 5, 2026.

Follow Concentric AI

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

Concentric AI is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: AI & Data Security Governance Software
concentric.ai
For: organizations
concentric.ai
Integrations claimed: 10 concentric.ai/customer-stories
Certifications: 2026 Gartner® Peer Insights™ Customers’ Choice for DSPMRecognized Vendor in Gartner® Market Guide for Data Security Posture Management (DSPM)Recognized Vendor for Information Governance in the Gartner® Market Guide for AI TRiSM
Customers named: Baron CapitalJennison AssociatesSouthern Nevada Health DistrictCadence Design SystemsEllement Consulting GroupBush Brothers & CompanyOceaneeringEllement
Not stated on the pages read: Price, starting price, free plan or trial, hosting

What Concentric AI's own pages state, read October 5, 2026: concentric.ai, concentric.ai/use-cases/ueba, concentric.ai/customer-stories, concentric.ai/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 Concentric AI'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 Concentric AI, 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 Concentric AI by email, built from the raw record of the edition. It shows:

where Concentric AI 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 Concentric AI, 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.