AEO for data masking software: AI search visibility ranking
How AI search engines rank data masking software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Data masking platforms used to de-identify sensitive information for testing, analytics, development, compliance, and secure data sharing. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers ask AI engines about Data masking software, Perforce emerges as the leader, frequently highlighted in 75.0% of related queries. Other notable brands such as Tonic.ai and Delphix also receive mentions, but Perforce dominates due to its considerable share of citations at 37.5%, indicating its strong presence and recognition in the industry.
The rankings are heavily influenced by sources commonly cited by AI engines, with domains like k2view.com, datprof.com, and gartner.com taking the lead. These are frequently aggregator and review sites, which suggests that the brands recognized tend to have substantial coverage and analysis available from credible and comprehensive sources.
For buyers, this highlights the importance of considering brands with robust third-party validation and recent reviews. AI engines value freshness and topical expertise, so focusing on brands that are frequently updated in authoritative sources can provide confidence in making a well-informed decision when selecting from this list.
At a glance
What we observed in this category
Perforce leads the data masking software category with a visibility score of 75%, nearly five times the category average of 15.6%. It jumped from rank 7 to rank 1 with a visibility delta of 62.5 percentage points, the largest movement in the dataset. Tonic.ai sits second at 50% visibility after a similar rise from rank 4. The gap between Perforce and the field is significant because most brands cluster well below 40%, making the top two outliers rather than representatives of a competitive pack.
Delphix shows a visibility divergence worth noting: it holds 62.5% visibility but a 0% citation rate, placing it third overall yet entirely absent from cited sources. IBM follows the same pattern at 37.5% visibility and 0% citations. By contrast, K2view and IRI carry only 25% and 12.5% visibility respectively but each achieve 75% citation rates. Datprof is the most extreme case, with 0% visibility but a 75% citation rate, meaning the AI references it without surfacing it as a named answer.
Google AI Mode is the top engine for every brand in the top ten, confirming it as the dominant surface in this category. The cited sources list includes k2view.com, datprof.com, iri.com, and tonic.ai as vendor domains, alongside gartner.com and non-obvious sources like youtube.com and fivetran.com. The presence of fivetran.com and youtube.com among top cited sources suggests the AI is drawing on integration guides and video content, not solely vendor or analyst sites.
Movers & shakers since last refresh
Biggest visibility risers
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Perforce 12% → 75% · rank #7 → #1+62pp
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Tonic.ai 12% → 50% · rank #4 → #2+38pp
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Delphix 38% → 62% · rank #2 → #3+25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
perforce.com
|
75% | 38% | Google AI Mode |
Perforce leads with 75% visibility, nearly five times the 15.6% category average, but its 37.5% citation rate trails K2view and IRI despite its top rank. |
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| 2 |
tonic.ai
|
50% | 50% | Google AI Mode |
Tonic.ai is the only top-five brand where visibility and citation are equal at 50%, giving it the most balanced AI footprint among the leading five brands. |
||||
| 3 |
delphix.com
|
62% | 0% | Google AI Mode |
Delphix holds 62.5% visibility but a 0% citation rate, the starkest visibility-to-citation gap in the top five and a signal of weak source authority. |
||||
| 4 |
k2view.com
|
25% | 75% | Google AI Mode |
K2view achieves a 75% citation rate despite only 25% visibility, placing it among the most-cited sources in the category while remaining underrepresented in AI answers. |
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| 5 |
iri.com
|
12% | 75% | Google AI Mode |
IRI mirrors K2view with a 75% citation rate against just 12.5% visibility, the lowest visibility of any brand in the top five yet one of the highest citation rates overall. |
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| 6 |
ibm.com
|
38% | 0% | Google AI Mode |
| 7 |
datprof.com
|
0% | 75% | Google AI Mode |
| 8 |
informatica.com
|
25% | 0% | Google AI Mode |
| 9 |
magedata.ai
|
12% | 0% | Google AI Mode |
| 10 |
broadcom.com
|
12% | 0% | Google AI Mode |
| 11 |
pkware.com
|
0% | 25% | Google AI Mode |
| 12 |
accelario.com
|
0% | 12% | Google AI Mode |
| 13 |
solix.com
|
0% | 12% | Google AI Mode |
| 14 |
satoricyber.com
|
0% | 12% | Google AI Mode |
| 15 |
opentext.com
|
0% | 0% | Google AI Mode |
| 16 |
opentext.com
|
0% | 0% | Google AI Mode |
| 17 |
protegrity.com
|
0% | 0% | Google AI Mode |
| 18 |
oracle.com
|
0% | 0% | Google AI Mode |
| 19 |
baffle.io
|
0% | 0% | Google AI Mode |
| 20 |
imperva.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data masking software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own data masking software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for data masking software
Who leads AI visibility in data masking software?
Perforce leads with 75% visibility and a composite score of 63.8, nearly five times the category average of 15.6%. It rose from rank 7 to rank 1 with a 62.5 percentage point visibility gain.
Which brands are cited most by AI in data masking software research?
K2view, Datprof, and IRI each hold 75% citation rates, making them the most-cited vendor sources despite relatively low visibility scores of 25%, 0%, and 12.5% respectively.
What sources does AI anchor on when answering data masking software queries?
The top cited sources include k2view.com, datprof.com, gartner.com, iri.com, tonic.ai, youtube.com, and fivetran.com, indicating the AI draws on vendor sites, analyst content, and non-traditional sources.
Which brands have high visibility but are not being cited as sources?
Delphix at 62.5% visibility and IBM at 37.5% visibility both carry 0% citation rates, meaning the AI surfaces them as answers but does not reference their domains as supporting sources.
Is there a brand with no AI visibility that is still being cited?
Yes. Datprof has 0% visibility but a 75% citation rate, meaning Google AI Mode references its content as a source without naming it in direct answers to category queries.
Which AI engine dominates this category and how concentrated is that dominance?
Google AI Mode is listed as the top engine for all ten ranked brands in the dataset, with no other engine appearing as a primary driver for any brand in the category.