Data masking software: AI search visibility ranking (2026)
How AI search engines rank data masking software by visibility and citations. 20 brands measured monthly 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 inquire about Data masking software, AI engines frequently highlight K2view as the leader in this category. K2view captures a significant share of visibility at 25 percent. Delphix and Datprof also emerge as notable contenders. K2view's recognition is underscored by its consistent citation rate of 100 percent among AI-generated content.
The rankings reflect the frequency of citations from highly trusted sources. Websites such as k2view.com, ovedge.com, and datprof.com are among the top domains referenced by AI engines. Many of these sources are either product websites or aggregator platforms, which aggregate reviews and expert evaluations, providing readers with comprehensive insights and opinions.
As a buyer reviewing this page, consider brands that excel in AI-generated mentions, as these typically enjoy current, favorable reviews and reputable third-party validations. Focus on how brands like K2view and others are discussed in recent evaluations, as AI engines prioritize this up-to-date, expert-backed information when forming their recommendations.
At a glance
What we observed in this category
K2view holds the top composite score of 47.5, nearly double that of second-ranked Delphix (26.2) and Datprof (26.2). That gap matters because K2view achieves a 100% citation rate alongside 25% visibility, meaning Google AI Mode not only mentions it but consistently links back to k2view.com as a source. The category average visibility sits at just 6.9%, so any brand above 12.5% is already well ahead of the field.
Delphix and Datprof share an identical composite score of 26.2 yet represent opposite visibility profiles. Delphix has 37.5% visibility but a 0% citation rate, meaning AI responses name it without linking to it. Datprof has 0% visibility but an 87.5% citation rate, meaning it is trusted as a source even when not directly named in answers. This divergence shows that being mentioned and being cited are distinct signals in this category.
Google AI Mode is the top engine for every brand in this dataset, indicating the audit data is concentrated on that single engine. The top cited sources list includes k2view.com, datprof.com, tonic.ai, and iri.com alongside third-party domains such as gartner.com, ovaledge.com, enov8.com, and fivetran.com. The presence of those non-vendor domains suggests Google AI Mode is anchoring responses on review and analyst content, not solely on vendor websites.
Movers & shakers since last refresh
Biggest visibility risers
-
IBM 0% → 25% · rank #8 → #6+25pp
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K2view 12% → 25% · rank #1 → #1+12pp
Biggest visibility fallers
-
Tonic.ai 25% → 12% · rank #2 → #4-12pp
-
Perforce 25% → 12% · rank #5 → #7-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
k2view.com
|
25% | 100% | Google AI Mode |
K2view leads all brands with a composite score of 47.5, a 100% citation rate, and visibility of 25%, well above the 6.9% category average. |
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| 2 |
delphix.com
|
38% | 0% | Google AI Mode |
Delphix has the highest raw visibility at 37.5% but a 0% citation rate, meaning AI responses mention it without linking to its domain at all. |
||||
| 3 |
datprof.com
|
0% | 88% | Google AI Mode |
Datprof earns an 87.5% citation rate despite 0% visibility, making it the clearest example of a brand trusted as a source but rarely named in AI answers. |
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| 4 |
tonic.ai
|
12% | 38% | Google AI Mode |
Tonic.ai fell from rank 2 to rank 4, losing 12.5 percentage points in both visibility and citation rate, the largest combined drop among all tracked brands. |
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| 5 |
informatica.com
|
25% | 0% | Google AI Mode |
Informatica holds 25% visibility, matching K2view, but its 0% citation rate and composite score of 17.5 place it well below the top tier. |
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| 6 |
ibm.com
|
25% | 0% | Google AI Mode |
| 7 |
perforce.com
|
12% | 25% | Google AI Mode |
| 8 |
iri.com
|
0% | 25% | Google AI Mode |
| 9 |
protegrity.com
|
0% | 12% | Google AI Mode |
| 10 |
broadcom.com
|
0% | 0% | Google AI Mode |
| 11 |
oracle.com
|
0% | 0% | Google AI Mode |
| 12 |
solix.com
|
0% | 0% | Google AI Mode |
| 13 |
baffle.io
|
0% | 0% | Google AI Mode |
| 14 |
satoricyber.com
|
0% | 0% | Google AI Mode |
| 15 |
imperva.com
|
0% | 0% | Google AI Mode |
| 16 |
pkware.com
|
0% | 0% | Google AI Mode |
| 17 |
opentext.com
|
0% | 0% | Google AI Mode |
| 18 |
accelario.com
|
0% | 0% | Google AI Mode |
| 19 |
magedata.ai
|
0% | 0% | Google AI Mode |
| 20 |
opentext.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 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 →
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 30 days and refresh this page automatically. How AI search ranking works →
Get your own data masking software brand audited
The brands above were curated from public market-leader lists. Want the same 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 data masking software AI visibility
Who leads AI visibility in data masking software?
K2view leads with a composite score of 47.5, driven by a 100% citation rate and 25% visibility, both well above category averages of 14.4% and 6.9% respectively.
What sources does Google AI Mode cite most for data masking software research?
The top cited sources include k2view.com, datprof.com, tonic.ai, and iri.com, alongside third-party sites such as gartner.com, ovaledge.com, enov8.com, and fivetran.com.
Which brand has high visibility but low citation in this category?
Delphix has the highest visibility of any brand at 37.5% but a 0% citation rate, meaning Google AI Mode names it in responses without linking to its domain.
Which brand is cited frequently despite appearing in very few AI answers?
Datprof has a 0% visibility score yet an 87.5% citation rate, indicating Google AI Mode uses datprof.com as a source without surfacing the brand name prominently.
Which brands have seen the biggest recent changes in AI visibility?
IBM rose from 0% to 25% visibility, the largest positive delta, while Tonic.ai and Perforce each dropped 12.5 percentage points in visibility in the most recent period.
How concentrated is AI visibility across the 20 brands in this category?
The category average visibility is just 6.9%, and from rank 8 downward brands show 0% visibility, indicating that meaningful AI presence is concentrated in fewer than 8 brands.