Every category where a model named DATPROF 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	17%	1 of 140	0%	20	accepted challenger

Movement

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

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

Direct7 labelsNone

Paraphrase19 labels12

Comparative8 labels2not counted in share

Budget-constrained11 labelsNone

Scale-constrained2 labels1

Negative5 labels3not counted in share

First choiceAlternativeMentionNegative52 labels in all, every segment counted; 13 of the 18 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.

“Top Pick: DATPROF ... I'd recommend DATPROF — it offers the best balance of features, compliance readiness, mid-market-appropriate pricing” DeepSeek V4 Flash · Data masking · paraphrase prompt · first choice

“the most commonly recommended Test Data Management (TDM) tools are Datprof and GenRocket” Qwen 3.7 Flash · Data masking · paraphrase prompt · first choice

“the most recommended test data management (TDM) tools are Datprof and GenRocket” Mistral Small · Data masking · paraphrase prompt · first choice

“I'd recommend DATPROF as a strong starting point for test data management (TDM)” Grok 4.1 Fast · Data masking · paraphrase 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.

No model argued against it.

Named alongside

The products named in the same answers as DATPROF, over the 52 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DATPROF was named but was not.

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ProductSame answerTook the first choice insteadHead to head

IRI FieldShield21 of 528Compare →

Delphix20 of 522Compare →

K2View Test Data Management19 of 521Compare →

Tonic.ai16 of 525Compare →

Oracle Data Masking and Subsetting11 of 522Compare →

GenRocket11 of 520Compare →

Greenmask9 of 525Not among the top eight

IBM InfoSphere Optim9 of 520Not among the top eight

Informatica Intelligent Data Management Cloud8 of 521Not among the top eight

PostgreSQL Anonymizer7 of 524Not 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. 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 52 of the 52 answers that named DATPROF and are not a share of its labels.

Domains cited

softwaretestinghelp.com28

thectoclub.com26

k2view.com25

ovaledge.com24

sourceforge.net23

hevodata.com20

g2.com18

iri.com18

datprof.comYour site16

itechguides.com16

198 of the 214 domain citations in answers naming DATPROF came from somebody else's page.

Pages cited

ovaledge.com/blog/data-masking-tools24

softwaretestinghelp.com/data-masking-tools23

hevodata.com/learn/data-masking-tools20

atlan.com/data-masking-tools15

getautonoma.com/blog/data-masking-tools13

iri.com/support/data-education-center/the-top-15-data-masking-tools-in-202613

thectoclub.com/tools/best-data-masking-software13

thectoclub.com/tools/best-test-data-management-tools13

Pages are listed as the models cited them.

Search and answers

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

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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: 30 a month (“datprof”)
AI search demand for its name, est.: 0 a month
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

17%

rank 1 of 140 in data masking

First choices

across its categories

Named in: 52 answers
Its own site cited: in 52 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.

Names read as DATPROF

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

Datprof 4

Follow DATPROF

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

DATPROF is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Test Data Management Platform | DATPROF; DATPROF helps teams create secure, compliant test data with masking, subsetting, synthetic data generation and automation.
datprof.com
For: QA, DevOps and data teams; software teams for development, testing and QA
datprof.com
Price stated: Pricing datprof.com
Free plan or trial: Try Today datprof.com
Customers named: HeinekenDutch RailroadsABN AMRO BankBCSAPGNSVGZ
Not stated on the pages read: Starting price, integrations, certifications, hosting

What DATPROF's own pages state, read October 5, 2026: datprof.com, datprof.com/pricing, datprof.com/security, datprof.com/products, datprof.com/customers. 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 DATPROF'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, 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 by email, built from the raw record of the edition. It shows:

where DATPROF 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, 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 DATPROF 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 DATPROF first in Data masking and test 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/data-masking-and-test-data/"><img src="https://it-ai-index.com/badges/2026-10/datprof--data-masking-and-test-data-wide.svg" alt="AI models' first choice in Data masking and test 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 Data masking and test 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/data-masking-and-test-data/"><img src="https://it-ai-index.com/badges/2026-10/datprof--data-masking-and-test-data-square.svg" alt="AI models' first choice in Data masking and test 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 Data masking and test 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/data-masking-and-test-data/"><img src="https://it-ai-index.com/badges/2026-10/datprof--data-masking-and-test-data-compact.svg" alt="AI models' first choice in Data masking and test 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 Data masking and test 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.