AEO Rankings · Security

AEO for attack surface management software: AI search visibility ranking

By monitoraeo Last updated August 05, 2026 Refreshed every 90 days

How AI search engines rank attack surface management 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. Attack surface management platforms used to discover exposed assets, map external risk, monitor internet-facing systems, and reduce exploitable security gaps across modern environments. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Avg visibility across category

10%

Avg citation rate

20/20

Brands successfully audited

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When buyers inquire about Attack surface management software, AI engines frequently highlight CyCognito as the leader, capturing a 25.0% visibility in discussions. Other top brands include Palo Alto Networks Cortex Xpanse and Intruder. CyCognito's dominance is bolstered by its 75.0% citation rate, indicating strong recognition and frequent recommendations by AI systems.

The current rankings are primarily influenced by data from key sources like sentinelone.com and gartner.com, as well as community discussions on reddit.com. These platforms often aggregate reviews and insights, shaping AI engines' perceptions. Their role as aggregators means they offer a mix of professional evaluations and user feedback, contributing to the visibility of certain brands.

For buyers, this page serves as a guide based on what AI engines prioritize: recent reviews, substantial third-party validation, and a brand's topical authority in Attack surface management software. Consider how a brand's visibility in these contexts aligns with your specific security needs, as frequent mentions by varied sources can signify a well-rounded reputation.

At a glance

Category leader CyCognito 25% visibility · named in 2 of 8 AI answers

Most cited brand CyCognito 75% citation rate · the AI's most-trusted source brand in attack surface management software

Top cited domain sentinelone.com Referenced by AI across the attack surface management software query set — the highest-leverage PR target in this category

Visibility spread 25pp Gap between top and bottom of the ranking · 14 brands at 0% (invisible to the AI)

What we observed in this category

CyCognito leads the attack surface management category with a visibility score of 25.0%, more than double the 12.5% held by the four brands immediately below it. Its citation rate of 75.0% and composite score of 40.0 are also well above the category average visibility of 4.4% and average citation rate of 10.0%. That gap is significant because it means AI Mode is not just mentioning CyCognito more often, it is also treating it as a trusted, linkable source at a rate no competitor currently matches.

Several brands show a clear split between being named and being cited. Bitsight appears in 12.5% of responses but receives zero citations, meaning AI Mode references it without linking to it. Detectify, Hadrian, and Microsoft Security Exposure Management show the inverse pattern: zero visibility but a 12.5% citation rate each, indicating AI Mode pulls from their content without naming them in answers. This divergence suggests brand mention and source trust operate as separate signals in this category.

Google AI Mode is the top engine for every brand in this dataset, which means the entire category's AI visibility is concentrated in a single engine. Among the top cited external sources, sentinelone.com, gartner.com, and g2.com appear alongside cycognito.com itself, suggesting AI Mode anchors responses on analyst aggregators and review platforms rather than vendor sites alone. Reddit.com also appears in the cited sources list, indicating community-generated content is influencing AI answers in this category.

Movers & shakers since last refresh

Biggest visibility risers

Palo Alto Networks Cortex Xpanse 0% → 12% · rank #3 → #2
+12pp
Intruder 0% → 12% · rank #7 → #3
+12pp
UpGuard 0% → 12% · rank #6 → #4
+12pp

Biggest visibility fallers

Bitsight 50% → 12% · rank #2 → #6
-38pp
CyCognito 50% → 25% · rank #1 → #1
-25pp
Tenable 12% → 0% · rank #4 → #10
-12pp

The AEO ranking

#	Brand	Visibility	Citation	Top engine
1	CyCognito cycognito.com	25%	75%	Google AI Mode
CyCognito holds a 25.0% visibility score and a 75.0% citation rate, both the highest in the category and far above the 4.4% and 10.0% category averages respectively.
2	Palo Alto Networks Cortex Xpanse paloaltonetworks.com	12%	25%	Google AI Mode
Cortex Xpanse rose from zero visibility to 12.5% this period, though its citation rate fell by 25.0 points, signalling growing mentions but declining source trust in AI Mode.
3	Intruder intruder.io	12%	25%	Google AI Mode
Intruder jumped four rank positions to third, matching the 12.5% visibility of Cortex Xpanse and UpGuard, with a stable citation rate showing no regression in trust signals.
4	UpGuard upguard.com	12%	25%	Google AI Mode
UpGuard gained 12.5 visibility points this period but lost 12.5 citation points simultaneously, mirroring the pattern seen in Cortex Xpanse where reach increased while cited trustworthiness declined.
5	Censys censys.com	12%	12%	Google AI Mode
Censys sits at 12.5% visibility and 12.5% citation rate, giving it a composite score of 12.5, the lowest among brands that hold any positive visibility in this period.
6	Bitsight bitsight.com	12%	0%	Google AI Mode
7	Detectify detectify.com	0%	12%	Google AI Mode
8	Hadrian hadrian.io	0%	12%	Google AI Mode
9	Microsoft Security Exposure Management microsoft.com	0%	12%	Google AI Mode
10	Tenable tenable.com	0%	0%	Google AI Mode
11	Rapid7 rapid7.com	0%	0%	Google AI Mode
12	CrowdStrike Falcon Exposure Management crowdstrike.com	0%	0%	Google AI Mode
13	Mandiant Attack Surface Management cloud.google.com	0%	0%	Google AI Mode
14	IBM Randori ibm.com	0%	0%	Google AI Mode
15	Trend Micro trendmicro.com	0%	0%	Google AI Mode
16	Outpost24 outpost24.com	0%	0%	Google AI Mode
17	Qualys qualys.com	0%	0%	Google AI Mode
18	Recorded Future recordedfuture.com	0%	0%	Google AI Mode
19	Shodan shodan.io	0%	0%	Google AI Mode
20	Armis armis.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on attack surface management 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.

sentinelone.comgartner.comreddit.comsynack.comg2.comcycognito.comatlassystems.comfortifydata.com

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 attack surface management 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.

Audit your attack surface management software brand → Browse all AEO rankings Methodology →

Frequently asked about AEO for attack surface management software

Who leads AI visibility in attack surface management software?

CyCognito leads with a 25.0% visibility score and a 75.0% citation rate, both well above any competitor and the category averages of 4.4% and 10.0% respectively.

What sources does AI cite most for attack surface management research?

The top cited sources include sentinelone.com, gartner.com, reddit.com, g2.com, and cycognito.com itself, indicating AI Mode draws from analyst sites, review platforms, and community forums alongside vendor content.

Which brands are gaining AI visibility in this category?

Palo Alto Networks Cortex Xpanse, Intruder, and UpGuard each moved from zero to 12.5% visibility this period, making them the three biggest risers in the dataset.

Which brands have lost the most AI visibility recently?

Bitsight fell from 50.0% to 12.5% visibility and lost 75.0 citation points, the steepest drop in the category, while CyCognito also fell from 50.0% to 25.0% visibility despite holding the top rank.

Are there brands that AI cites but does not name in answers?

Yes. Detectify, Hadrian, and Microsoft Security Exposure Management each have a 12.5% citation rate but zero visibility, meaning AI Mode uses their content as a source without mentioning them by name.

Which AI engine dominates this category's visibility data?

Google AI Mode is listed as the top engine for every single brand in the dataset, meaning all measurable AI visibility in this category currently flows through one engine.