Every category where a model named Perforce Delphix 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%	22 of 140	12%	8	under 10 labels · led by DATPROF at 17%

Movement

This is the first edition on this tier, so no move can be computed for Perforce Delphix 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 Perforce Delphix 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	Negative	Labels
Claude Haiku 4.5	0	1	0	0	1
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	0	0	0	0
Perplexity Sonar	0	0	2	0	2
Grok 4.1 Fast	0	0	0	0	0
Mistral Small	0	0	0	0	0
DeepSeek V4 Flash	0	0	0	1	1
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	0	0	0	0	0
Kimi K2	0	0	0	0	0
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	0	0	0	0
GPT-6 Luna	1	1	0	0	2
Muse Glimmer 30B	0	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

Direct8 labels2

Paraphrase10 labels3

Comparative5 labels3not counted in share

Budget-constrained2 labelsNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative27 labels in all, every segment counted; 5 of the 8 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.

“shortlist Delphix for virtualized test-data delivery” GPT-6 Luna · Data masking · comparative prompt · first choice

“Perforce Delphix if your team is DevOps-heavy and needs rapid virtual database provisioning” Claude Haiku 4.5 · Data masking · paraphrase prompt · alternative

“look at Perforce Delphix... may be more platform than a mid-market team needs” GPT-6 Luna · Data masking · direct prompt · alternative

“Perforce Delphix is the alternative leaders mention” Muse Glimmer 30B · Data masking · paraphrase 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.

“It may be overkill and expensive for most mid-sized B2B companies.” DeepSeek V4 Flash · Data masking · paraphrase prompt · soft negative

Named alongside

The products named in the same answers as Perforce Delphix, over the 27 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Perforce Delphix was named but was not.

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ProductSame answerTook the first choice insteadHead to head

K2View Test Data Management17 of 274Not among the top eight

Broadcom Test Data Manager12 of 270Not among the top eight

DATPROF7 of 274Not among the top eight

Informatica Intelligent Data Management Cloud7 of 271Not among the top eight

Oracle Data Masking and Subsetting6 of 271Not among the top eight

Tonic.ai6 of 271Not among the top eight

IBM InfoSphere Optim6 of 270Not among the top eight

IRI FieldShield4 of 271Not among the top eight

GenRocket4 of 270Not among the top eight

Informatica TDM3 of 270Not 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 Perforce Delphix. 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 27 of the 27 answers that named Perforce Delphix and are not a share of its labels.

Domains cited

k2view.com18

thectoclub.com13

peerspot.com12

g2.com9

gartner.com9

ovaledge.com9

fivetran.com8

outsourceaccelerator.com8

perforce.comYour site8

tonic.ai8

Ninety-four of the 102 domain citations in answers naming Perforce Delphix came from somebody else's page.

Pages cited

ovaledge.com/blog/data-masking-tools9

fivetran.com/learn/data-masking-software8

outsourceaccelerator.com/articles/data-masking-tools8

atlan.com/data-masking-tools7

gartner.com/reviews/market/data-masking7

hevodata.com/learn/data-masking-tools7

k2view.com/blog/data-masking-tools-comparison7

peerspot.com/categories/data-masking7

Pages are listed as the models cited them.

Search and answers

perforce.com is not in Google's top ten for any of the category's searches. In the answers, Perforce Delphix 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

Searches for its name, Google: 110 a month (“perforce delphix”)
AI search demand for its name, est.: 3 a month
Its company's site: perforce.com shared with Perforce's other products; the figures are the site's
Organic visits to its site: about 161,450 a month
Searches its site ranks for: 12,958 · 1,147 in the top three
Sites linking to it: 12,917
Paid Google search: 11 searches its ads show for, about 40 clicks and $2,860 a month (estimate)

Ads on GoogleDetailLess

120+ ads · 97 text, 22 image, 1 video · 100 shown in the last 30 days

First shown October 2021, as Perforce Software, Inc., verified. Ads started 2025-10 to 2026-09: 72 in the year, 48 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 22 of 140 in data masking

Segment leader

17%

DATPROF

First choices: 5 across its categories
Named in: 27 answers
Its own site cited: in 27 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 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.

Follow Perforce Delphix

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

Perforce is the company behind Perforce Delphix.

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In its own words

Stated by the vendor, not checked

Positioning: Make Data Fast, Trusted, and AI-Ready; an intelligent data automation platform for automated, compliant data delivery for DevOps, AI, and cloud innovation.
perforce.com/products/delphix
For: Enterprises; developers, testers, and agents; DevOps, AI, and cloud teams
perforce.com/products/delphix
Certifications: GDPRFINRACCPAHIPAAPCI DSS
Customers named: Gain CapitalMolina HealthcareChannel 4Express Scripts by EvernorthAMN HealthcareUniSuperMorningstar Retirement Fiduciary ServicesOntario Teachers’ Pension Plan
Not stated on the pages read: Price, starting price, free plan or trial, integrations, hosting

What Perforce Delphix's own pages state, read October 5, 2026: perforce.com/products/delphix, perforce.com/customers/delphix, perforce.com/solutions/data-protection, perforce.com/solutions/data-compliance, perforce.com/solutions/test-data-management. 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 Perforce Delphix'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 Perforce Delphix, 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 Perforce Delphix by email, built from the raw record of the edition. It shows:

where Perforce Delphix 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 Perforce Delphix, 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.