Digital risk protection software: AI search visibility ranking (2026)
How AI search engines rank digital risk protection 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. Digital risk protection platforms used to detect brand abuse, impersonation, exposed data, external threats, and online attack surface risks. 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 Digital risk protection software, ZeroFox leads the conversation, achieving a visibility percentage of 37.5 among all responses. Other notable mentions include Fortra and Recorded Future. ZeroFox captures 50 percent of citations, making it the foremost brand to consider if prominence in AI-generated recommendations influences your choice.
The rankings are primarily shaped by citations from key sources such as cybernx.com, g2.com, and recordedfuture.com, along with company domains like zerofox.com and fortra.com. These sources include both direct company information and aggregator sites, indicating a blend of official and community-generated insights could sway AI-powered results.
For buyers examining this list, consider how AI engines prioritize brands mentioned frequently in recent reviews or those cited by respected aggregators. This suggests value in brands that maintain third-party validation and exhibit topical authority within their niche, directing you toward choices that AI acknowledges as reliable based on comprehensive and current evaluations.
At a glance
What we observed in this category
ZeroFox holds the clear category lead with a visibility score of 37.5%, more than twelve percentage points above the next two brands, Fortra and Recorded Future, both at 25.0%. The composite score gap is equally sharp: ZeroFox scores 41.2 against 32.5 for its nearest competitors. This matters because the category average visibility sits at just 5.6%, meaning the top three brands are capturing the overwhelming majority of AI surface area while most of the 20 tracked brands receive near-zero exposure.
A notable divergence between visibility and citation exists at rank 5 and below. SOCRadar has a 12.5% visibility score but a 0.0% citation rate, meaning AI Mode mentions it without linking or sourcing it. Bolster, Group-IB, and RiskIQ show the inverse pattern: 0.0% visibility but 12.5% citation each. The category average citation rate of 10.0% also exceeds average visibility of 5.6%, suggesting some brands are trusted as background sources by the AI without being named prominently in responses.
Google AI Mode is the top engine for every brand in this dataset, indicating the category's AI visibility is entirely concentrated there with no meaningful differentiation by engine. The top cited sources include third-party review and analyst platforms such as g2.com, gartner.com, and peerspot.com alongside brand-owned domains like recordedfuture.com, zerofox.com, and fortra.com. The presence of cybernx.com and socradar.io as cited sources, despite neither being top-ranked brands, suggests the AI is drawing on secondary content sources to construct its responses.
Movers & shakers since last refresh
Biggest visibility risers
-
Fortra 12% → 25% · rank #2 → #2+12pp
-
Recorded Future 12% → 25% · rank #3 → #3+12pp
-
BrandShield 0% → 12% · rank #5 → #4+12pp
Biggest visibility fallers
-
ZeroFox 62% → 38% · rank #1 → #1-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
zerofox.com
|
38% | 50% | Google AI Mode |
ZeroFox leads at 37.5% visibility and 50.0% citation, but its visibility has fallen 25 points from a prior 62.5%, signalling a meaningful erosion in AI presence despite holding rank 1. |
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| 2 |
fortra.com
|
25% | 50% | Google AI Mode |
Fortra sits at 25.0% visibility with a 50.0% citation rate, matching Recorded Future on both metrics while doubling its own previous visibility of 12.5% in the latest period. |
||||
| 3 |
recordedfuture.com
|
25% | 50% | Google AI Mode |
Recorded Future matches Fortra at 25.0% visibility and 50.0% citation, but its citation delta of 50.0 points is the largest riser gain in the category, indicating rapidly growing AI trust. |
||||
| 4 |
brandshield.com
|
12% | 12% | Google AI Mode |
BrandShield improved from 0.0% to 12.5% visibility and rose one rank, but its composite score of 12.5 is less than a third of the third-place brands score of 32.5. |
||||
| 5 |
socradar.com
|
12% | 0% | Google AI Mode |
SOCRadar has 12.5% visibility but a 0.0% citation rate, the only top-5 brand with zero citations, giving it the lowest composite score of 8.8 among the visible brands. |
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| 6 |
bolster.ai
|
0% | 12% | Google AI Mode |
| 7 |
group-ib.com
|
0% | 12% | Google AI Mode |
| 8 |
microsoft.com
|
0% | 12% | Google AI Mode |
| 9 |
constella.ai
|
0% | 0% | Google AI Mode |
| 10 |
flare.io
|
0% | 0% | Google AI Mode |
| 11 |
cybelangel.com
|
0% | 0% | Google AI Mode |
| 12 |
searchlightcyber.com
|
0% | 0% | Google AI Mode |
| 13 |
memcyco.com
|
0% | 0% | Google AI Mode |
| 14 |
spycloud.com
|
0% | 0% | Google AI Mode |
| 15 |
redpoints.com
|
0% | 0% | Google AI Mode |
| 16 |
outpost24.com
|
0% | 0% | Google AI Mode |
| 17 |
reliaquest.com
|
0% | 0% | Google AI Mode |
| 18 |
intel471.com
|
0% | 0% | Google AI Mode |
| 19 |
flashpoint.io
|
0% | 0% | Google AI Mode |
| 20 |
darktrace.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on digital risk protection 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 digital risk protection 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 digital risk protection software AI visibility
Who leads AI visibility in digital risk protection software?
ZeroFox leads with 37.5% visibility and a composite score of 41.2, well ahead of Fortra and Recorded Future, which both sit at 25.0% visibility and a composite score of 32.5.
What is the average AI visibility for brands in this category?
The category average visibility is 5.6%, and the average citation rate is 10.0%, meaning most of the 20 tracked brands have minimal or zero AI surface area.
Which brands are cited by AI without being named in responses?
Bolster, Group-IB, and RiskIQ each carry a 12.5% citation rate despite 0.0% visibility, indicating the AI uses their content as background sources without surfacing them as named recommendations.
What sources does AI cite most for digital risk protection research?
The top cited sources include cybernx.com, g2.com, gartner.com, and peerspot.com alongside brand-owned domains such as recordedfuture.com, zerofox.com, and fortra.com.
Which engine drives AI visibility in this category?
Google AI Mode is the top engine for every brand in the dataset, with no other engine appearing as a leading source for any tracked brand.
Which brands showed the strongest AI visibility growth in the latest period?
Fortra and Recorded Future each grew visibility by 12.5 points, while BrandShield moved from 0.0% to 12.5% visibility and rose one rank in the process.