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 →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
K2view leads the data masking software category with a composite score of 38.8, despite having the lowest visibility percentage among the top five at just 12.5 percent. The gap between K2view and the second-ranked Tonic.ai (32.5) is meaningful because it is driven almost entirely by citation rate: K2view achieves a perfect 100 percent citation rate while Tonic.ai sits at 50 percent and every brand ranked third or lower records zero citations. The category average visibility is 6.2 percent, making even mid-table brands like Delphix (37.5 percent) statistical outliers.
A clear divergence exists between brands that are named frequently and those that are actually trusted enough to be cited. Delphix holds the highest raw visibility at 37.5 percent yet carries a 0 percent citation rate, placing it third overall. Informatica and Perforce both appear at 25 percent visibility with zero citations, scoring identically at 17.5 composite. This pattern shows that Google AI Mode surfaces these brands in descriptive responses but does not anchor them as source references, a structurally different position from K2view and Tonic.ai.
Google AI Mode is the top engine for every brand in the dataset, confirming that this category's AI visibility contest is concentrated on a single platform. The top cited sources list includes k2view.com and tonic.ai as direct brand domains alongside third-party authorities such as gartner.com, g2.com, fivetran.com, and ovaledge.com. The presence of youtube.com and salesforce.com in the cited sources list suggests Google AI Mode is pulling from a broad content mix, not limiting itself to vendor documentation or analyst reports alone.
Movers & shakers since last refresh
Biggest visibility risers
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Delphix 0% → 38% · rank #0 → #3+38pp
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Tonic.ai 0% → 25% · rank #0 → #2+25pp
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Informatica 0% → 25% · rank #0 → #4+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
k2view.com
|
12% | 100% | Google AI Mode |
K2view scores 38.8 composite on a 100 percent citation rate, the only brand cited in every relevant response, despite visibility of just 12.5 percent against a 6.2 percent category average. |
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| 2 |
tonic.ai
|
25% | 50% | Google AI Mode |
Tonic.ai reaches 25 percent visibility and a 50 percent citation rate, ranking second overall and standing as one of only two brands in the top 20 to earn any citations at all. |
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| 3 |
delphix.com
|
38% | 0% | Google AI Mode |
Delphix records the highest visibility in the category at 37.5 percent but converts none of that presence into citations, producing a composite score of 26.2 that trails K2view by over 12 points. |
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| 4 |
informatica.com
|
25% | 0% | Google AI Mode |
Informatica matches Perforce at 25 percent visibility and a 17.5 composite score, with zero citations, indicating AI responses reference the brand by name but do not treat it as a sourced authority. |
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| 5 |
perforce.com
|
25% | 0% | Google AI Mode |
Perforce shares an identical visibility score (25 percent) and composite score (17.5) with Informatica, and also records zero citations, suggesting no differentiation between the two in AI-generated responses. |
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| 6 |
iri.com
|
0% | 12% | Google AI Mode |
| 7 |
broadcom.com
|
0% | 0% | Google AI Mode |
| 8 |
ibm.com
|
0% | 0% | Google AI Mode |
| 9 |
oracle.com
|
0% | 0% | Google AI Mode |
| 10 |
solix.com
|
0% | 0% | Google AI Mode |
| 11 |
baffle.io
|
0% | 0% | Google AI Mode |
| 12 |
satoricyber.com
|
0% | 0% | Google AI Mode |
| 13 |
imperva.com
|
0% | 0% | Google AI Mode |
| 14 |
protegrity.com
|
0% | 0% | Google AI Mode |
| 15 |
pkware.com
|
0% | 0% | Google AI Mode |
| 16 |
opentext.com
|
0% | 0% | Google AI Mode |
| 17 |
accelario.com
|
0% | 0% | Google AI Mode |
| 18 |
magedata.ai
|
0% | 0% | Google AI Mode |
| 19 |
datprof.com
|
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.
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.
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.
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.
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 38.8, driven by a 100 percent citation rate. Tonic.ai ranks second at 32.5, and no other brand achieves any citations at all.
Which brand has the highest raw visibility in this category?
Delphix holds the highest visibility percentage at 37.5 percent, above Tonic.ai and Informatica at 25 percent each, but it records a zero percent citation rate.
What sources does Google AI Mode cite most for data masking software research?
The top cited sources include k2view.com, tonic.ai, gartner.com, g2.com, fivetran.com, ovaledge.com, youtube.com, and salesforce.com, mixing direct vendor domains with analyst and review platforms.
How does citation rate differ from visibility in this category?
Several brands, including Delphix, Informatica, and Perforce, achieve visibility of 25 percent or higher but earn zero citations, while K2view at just 12.5 percent visibility is cited 100 percent of the time.
Which engine dominates AI visibility for data masking software?
Google AI Mode is the top engine for every one of the 20 brands tracked, meaning this category's AI search presence is entirely concentrated on that single platform.
How do the top brands compare to the category average?
The category average visibility is 6.2 percent and average citation rate is 8.1 percent. Delphix at 37.5 percent visibility and K2view at 100 percent citation rate both sit far above those averages.