IT AI Index

Index › Products › DataMasque · October 2026 Edition

1 category · Named, not ranked

DataMasque

10Judge labels

4First choices

0Negative labels

6 / 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

5 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. DataMasque was named 5 times in Data masking, where DATPROF led with 17%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market14 of 140

under the label threshold

Enterprise7 of 126

under the label threshold

In data masking · 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 DataMasque 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 masking and test data management	Data platform	2%	14 of 140	0%	5	under 10 labels · led by DATPROF at 17%

Movement

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

Direct2 labelsNone

Paraphrase0 labelsNone

Comparative0 labelsNone

Budget-constrained5 labels3

Scale-constrained3 labels1

Negative0 labelsNone

First choiceAlternativeMentionNegative10 labels in all, every segment counted; 4 of the 4 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.

“Evaluate developer-friendly tools like Tonic.ai, DataMasque, or Autonoma.” Gemini 3.5 Flash · Data masking · scale prompt · first choice

“Customizable for databases/files/cloud, transparent, no lock-in. Good for dev/test environments.” Grok 4.1 Fast · Data masking · budget prompt · alternative

“DataMasque ⭐ Best for Cloud-Native Teams” Kimi K2 · Data masking · 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.

No model argued against it.

Named alongside

The products named in the same answers as DataMasque, over the 10 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DataMasque was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Delphix5 of 101Not among the top eight

IRI FieldShield4 of 101Not among the top eight

Informatica Intelligent Data Management Cloud4 of 100Not among the top eight

K2View Test Data Management4 of 100Not among the top eight

Tonic.ai4 of 100Not among the top eight

IBM InfoSphere Optim3 of 101Not among the top eight

Immuta3 of 100Not among the top eight

Perforce Delphix2 of 100Not among the top eight

SecuPi2 of 100Not among the top eight

ARX Data Anonymization Tool1 of 101Not 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 DataMasque. 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 10 of the 10 answers that named DataMasque and are not a share of its labels.

Domains cited

datamasque.comYour site8

ovaledge.com7

getautonoma.com6

k2view.com6

iri.com5

kanerika.com5

atlan.com4

us.fitgap.com4

airbyte.com3

checkthat.ai3

Forty-three of the fifty-one domain citations in answers naming DataMasque came from somebody else's page.

Pages cited

getautonoma.com/blog/data-masking-tools6

ovaledge.com/blog/data-masking-tools6

datamasque.com/pricing5

iri.com/support/data-education-center/the-top-15-data-masking-tools-in-20265

atlan.com/data-masking-tools4

datamasque.com/blog/how-principal-architects-evaluate-data-masking-platforms4

kanerika.com/blogs/data-masking-tools4

airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant3

Pages are listed as the models cited them.

Search and answers

datamasque.com is not in Google's top ten for any of the category's searches. In the answers, DataMasque takes 2% of first choices and DATPROF takes 17%.

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In search

Google, US estimates

Position for “data masking tool”

–

not in the top ten

Position for “data masking tools”

–

not in the top ten

Searches for its name, Google: 90 a month (“datamasque”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 39 a month
Searches its site ranks for: 45 · 1 in the top three
Sites linking to it: 546
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

9 ads · 9 text · 9 shown in the last 30 days

First shown June 2025, as DataMasque Limited, verified. Ads started 2025-11 to 2026-10: 7 in the year, 2 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 14 of 140 in data masking

Segment leader

17%

DATPROF

First choices: 4 across its categories
Named in: 10 answers
Its own site cited: in 10 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 datamasque.com

subdomains included

Content

counted in the table below

Documentation

Product · Integration

0 · 0

Kind	Pages	Last 90 days
Blog	31	undated
Case study	3	undated
Comparison	1	undated
Glossary or explainer	1	undated

How it is countedHide how it is counted

Every page datamasque.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 October 5, 2026.

Follow DataMasque

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

DataMasque is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: The power of real data, without the risk
datamasque.com
For: development, testing, analytics and AI/ML ops
datamasque.com
Price stated: Our pricing is tailored to your specific environment, so we'll need to connect with you directly to provide an accurate quote. datamasque.com/pricing
Starting price: 49 datamasque.com/pricing
Integrations claimed: 2 datamasque.com/case-studies
Certifications: GDPR complianceHIPAA complianceCCPA complianceISO 27001 complianceAWS Financial Services Competency PartnerAWS Security Competency PartnerExclusive Amazon HealthLake De-identification Partner
Hosting: AWSCloudOn-Premise
Customers named: ADPBest WesternNew York LifeEMPLOYERS®
Not stated on the pages read: Free plan or trial

What DataMasque's own pages state, read October 5, 2026: datamasque.com, datamasque.com/pricing, datamasque.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 DataMasque'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 DataMasque, 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 DataMasque by email, built from the raw record of the edition. It shows:

where DataMasque 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 DataMasque, 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.