AI Visibility Rankings · Security

Attack surface management software: AI search visibility ranking (2026)

By monitoraeo Last updated July 06, 2026 Refreshed every 30 days

How AI search engines rank attack surface management 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. 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

16%

Avg citation rate

20/20

Brands successfully audited

X LinkedIn

When AI engines like ChatGPT, Claude, Perplexity, and Gemini answer questions about attack surface management software, CyCognito comes up most consistently, appearing in 50% of tracked responses and cited as a source in 87.5% of them. Bitsight and Palo Alto Networks Cortex Xpanse round out the top three, though with noticeably lower visibility across the same AI platforms.

The rankings reflect where AI engines pull their information from. The top cited domains are cycognito.com, bitsight.com, ionix.io, paloaltonetworks.com, and gartner.com. The presence of gartner.com alongside vendor-owned domains suggests AI engines are drawing on analyst research and category definitions, not just vendor marketing, which tends to favor brands with strong third-party validation and established presence in formal market assessments.

For a buyer using this page, the concrete thing to watch is whether a brand has recent third-party coverage on analyst and review sites, not just a polished product page. AI engines weight topical authority and external validation heavily. A brand ranked lower here may still be a strong fit for your use case, but lower AI visibility often signals thinner independent coverage, which is worth probing during your evaluation.

At a glance

Category leader CyCognito 50% visibility · named in 4 of 8 AI answers

Most cited brand CyCognito 88% citation rate · the AI's most-trusted source brand in attack surface management software

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

Visibility spread 50pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this category

CyCognito and Bitsight jointly lead with 50.0% visibility each, far above the category average of 6.2%. The composite score gap is narrow (61.2 vs 57.5), but CyCognito holds a clear citation advantage at 87.5% versus Bitsight's 75.0%. Both brands rose sharply in this period, with Bitsight jumping from rank 7 to rank 2 on a visibility delta of 50.0 points. Every other brand sits below 13% visibility, making the top two an isolated tier in this category.

Palo Alto Networks Cortex Xpanse presents a notable divergence: it holds 0.0% visibility yet achieves 50.0% citation, producing a composite score of 15.0. UpGuard shows a similar pattern with 0.0% visibility but 37.5% citation. This means AI is referencing these brands as sources without actively naming them in responses, a distinction that separates being cited as background evidence from being presented as a recommended solution to a query.

Google AI Mode is the top engine for every brand in this dataset, indicating the audit is anchored entirely on that single engine. The top cited sources list includes vendor domains such as cycognito.com, bitsight.com, and paloaltonetworks.com alongside third-party sources gartner.com, ionix.io, slcyber.io, and attaxion.com. The presence of Gartner and smaller specialist domains alongside vendor sites suggests AI is drawing on analyst content and niche security publications, not vendor content alone.

Movers & shakers since last refresh

Biggest visibility risers

Bitsight 0% → 50% · rank #7 → #2
+50pp
CyCognito 12% → 50% · rank #3 → #1
+38pp
Censys 0% → 12% · rank #10 → #5
+12pp

Biggest visibility fallers

Intruder 25% → 0% · rank #1 → #7
-25pp
Rapid7 25% → 0% · rank #5 → #9
-25pp
Palo Alto Networks Cortex Xpanse 12% → 0% · rank #2 → #3
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	CyCognito cycognito.com	50%	88%	Google AI Mode
CyCognito leads with the highest composite score of 61.2, a citation rate of 87.5% that exceeds every peer, and visibility 43.8 points above the category average.
2	Bitsight bitsight.com	50%	75%	Google AI Mode
Bitsight matches CyCognito's 50.0% visibility but trails on citation at 75.0%, with the largest single-period visibility gain in the category at plus 50.0 points.
3	Palo Alto Networks Cortex Xpanse paloaltonetworks.com	0%	50%	Google AI Mode
Palo Alto Networks Cortex Xpanse holds 0.0% visibility yet a 50.0% citation rate, ranking third by composite score despite never being named directly in AI responses.
4	Tenable tenable.com	12%	12%	Google AI Mode
Tenable sits at 12.5% for both visibility and citation, exactly at a symmetric but low level, placing it well below the top two and tied on composite score with Censys at 12.5.
5	Censys censys.com	12%	12%	Google AI Mode
Censys rose five ranks to fifth on a visibility delta of 12.5 points, but its citation rate did not move, suggesting new naming in AI responses without corresponding source trust gains.
6	UpGuard upguard.com	0%	38%	Google AI Mode
7	Intruder intruder.io	0%	25%	Google AI Mode
8	Detectify detectify.com	0%	12%	Google AI Mode
9	Rapid7 rapid7.com	0%	0%	Google AI Mode
10	CrowdStrike Falcon Exposure Management crowdstrike.com	0%	0%	Google AI Mode
11	Qualys qualys.com	0%	0%	Google AI Mode
12	Hadrian hadrian.io	0%	0%	Google AI Mode
13	Microsoft Security Exposure Management microsoft.com	0%	0%	Google AI Mode
14	Mandiant Attack Surface Management cloud.google.com	0%	0%	Google AI Mode
15	IBM Randori ibm.com	0%	0%	Google AI Mode
16	Trend Micro trendmicro.com	0%	0%	Google AI Mode
17	Outpost24 outpost24.com	0%	0%	Google AI Mode
18	Shodan shodan.io	0%	0%	Google AI Mode
19	Armis armis.com	0%	0%	Google AI Mode
20	Recorded Future recordedfuture.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.

cycognito.combitsight.comionix.iopaloaltonetworks.comgartner.comupguard.comslcyber.ioattaxion.com

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 attack surface management 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.

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

Frequently asked about attack surface management software AI visibility

Who leads AI visibility in attack surface management software?

CyCognito and Bitsight are joint leaders at 50.0% visibility each, with CyCognito holding the higher composite score of 61.2 versus Bitsight's 57.5.

How does the category average compare to the top brands?

The category average visibility is 6.2%, meaning CyCognito and Bitsight are each running at more than eight times the average visibility for this category.

Which brands are cited by AI but not named in responses?

Palo Alto Networks Cortex Xpanse (50.0% citation, 0.0% visibility) and UpGuard (37.5% citation, 0.0% visibility) are the clearest examples of brands cited as sources but not directly named.

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

The top cited sources include vendor domains cycognito.com, bitsight.com, and paloaltonetworks.com, alongside third-party sources gartner.com, ionix.io, slcyber.io, and attaxion.com.

Which brands have seen the biggest recent changes in AI visibility?

Bitsight gained 50.0 visibility points and rose five ranks, while Intruder lost 25.0 points and fell from rank 1 to rank 7, the largest drop in the category.

Which AI engine dominates this category's visibility data?

Google AI Mode is listed as the top engine for every brand in the dataset, with no other engine appearing across any of the 20 tracked brands.