Index › Products › DATPROF Privacy · October 2026 Edition

1 category · Named, not ranked

DATPROF Privacy

4Judge labels

1First choices

0Negative labels

4 / 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. DATPROF Privacy was named 2 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 business13 of 152

under the label threshold

Mid-market31 of 140

under the label threshold

Enterprisenot named

No model named it for this buyer.

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 DATPROF Privacy 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	0%	31 of 140	0%	2	under 10 labels · led by DATPROF at 17%

Movement

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

Budget-constrained1 labelNone

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative4 labels in all, every segment counted; 1 of the 1 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 DATPROF or IRI FieldShield” Gemini 3.5 Flash · Data masking · budget prompt · alternative

“DATPROF for database-centered masking” GPT-6 Luna · Data masking · 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 DATPROF Privacy, over the 4 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DATPROF Privacy was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Greenmask2 of 41Not among the top eight

PostgreSQL Anonymizer2 of 41Not among the top eight

Delphix2 of 40Not among the top eight

Informatica Intelligent Data Management Cloud2 of 40Not among the top eight

Microsoft Presidio2 of 40Not among the top eight

Tonic.ai2 of 40Not among the top eight

Neosync1 of 41Not among the top eight

Perforce Delphix1 of 41Not among the top eight

Broadcom Test Data Manager1 of 40Not among the top eight

DataMasker1 of 40Not 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 DATPROF Privacy. 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 4 of the 4 answers that named DATPROF Privacy and are not a share of its labels.

Domains cited

ovaledge.com3

getautonoma.com2

github.com2

iri.com2

airbyte.com1

atlan.com1

basecut.dev1

broadcom.com1

checkthat.ai1

cm-alliance.com1

Fifteen of the fifteen domain citations in answers naming DATPROF Privacy came from somebody else's page.

Pages cited

ovaledge.com/blog/data-masking-tools3

getautonoma.com/blog/data-masking-tools2

iri.com/support/data-education-center/the-top-15-data-masking-tools-in-20262

airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant1

atlan.com/data-masking-tools1

basecut.dev/competitors/delphix1

broadcom.com/info/continuous-testing/test-data-management1

checkthat.ai/answers/what-are-the-best-data-masking-tools1

Pages are listed as the models cited them.

Search and answers

datprof.com is not in Google's top ten for any of the category's searches. In the answers, DATPROF Privacy takes 0% 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

Organic visits to its site: about 790 a month
Searches its site ranks for: 172 · 16 in the top three
Sites linking to it: 987
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

12 ads · 12 text · 8 shown in the last 30 days

First shown October 2021, as TransValue BV, verified.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 31 of 140 in data masking

Segment leader

17%

DATPROF

First choices: 1 across its categories
Named in: 4 answers
Its own site cited: in 4 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 datprof.com

654

subdomains included

Content

124

counted in the table below

Documentation

393

Product · Integration

61 · 5

Kind	Pages	Last 90 days	Latest
Blog	71	2	2026-09-28
Webinar or virtual event	28	1	2026-09-17
Case study	8	0	2022-12-05
Report or ebook	7	0	2023-07-10
Glossary or explainer	4	undated
Comparison	3	0	2020-12-21
Template or tool	2	undated
News or press	1	0	2020-02-26

Most recent

2026-09-28Free tdm strategy session blog
2026-09-17Customer webinar 2026 webinar or virtual event
2026-08-24Flexible file generation with complex test data requirements blog
2026-06-25Build or buy test data management software blog
2026-06-22Dora ready test environments blog
2026-06-18How rethinking test data resets can save you thousands of hours and dollars blog

How it is countedHide how it is counted

Every page datprof.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 October 5, 2026.

Follow DATPROF Privacy

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.

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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 DATPROF Privacy'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 DATPROF Privacy, 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 DATPROF Privacy by email, built from the raw record of the edition. It shows:

where DATPROF Privacy 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 DATPROF Privacy, 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.