AI Visibility Rankings · Security

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

How AI search engines rank attack path 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 path management tools used to map exploitable relationships, prioritize remediation, and reduce real-world exposure across identity and cloud environments. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 13, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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At a glance

Category leader CrowdStrike 12% visibility · named in 1 of 8 AI answers

Most cited brand Tenable 12% citation rate · the AI's most-trusted source brand in attack path management software

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

Visibility spread 12pp Gap between top and bottom of the ranking · 19 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

CrowdStrike leads the attack path management software category with a composite score of 8.8 and 12.5% visibility, against a category average of just 0.6%. That gap is substantial: no other brand in the top 10 records any visibility at all. CrowdStrike is also the only brand flagged as a biggest visibility riser, jumping from 0% to 12.5% in the current period, which means the category leaderboard is effectively a one-brand landscape in AI visibility terms right now.

The visibility-versus-citation split reveals a clear divergence between being named and being trusted as a source. CrowdStrike holds 12.5% visibility but 0% citation, while Tenable and Palo Alto Networks each hold 0% visibility yet 12.5% citation. This means Google AI Mode mentions CrowdStrike in responses but links to Tenable and Palo Alto Networks as reference sources. Brands ranked 4 through 10, including XM Cyber, Wiz, and Orca Security, record zero on both metrics.

Google AI Mode is the sole engine recorded across all 20 brands in this audit, so cross-engine comparison is not possible from this data. The top cited sources include gartner.com, youtube.com, upguard.com, and firemon.com alongside paloaltonetworks.com and sentinelone.com. The presence of upguard.com, firemon.com, and cycognito.com as cited sources, despite none of those appearing in the ranked brand list, suggests AI responses in this category anchor heavily on third-party review and comparison content rather than vendor-owned pages.

Movers & shakers since last refresh

Biggest visibility risers

CrowdStrike 0% → 12% · rank #0 → #1
+12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	CrowdStrike crowdstrike.com	12%	0%	Google AI Mode
CrowdStrike holds 12.5% visibility against a 0.6% category average and a composite score of 8.8, but records 0% citation, meaning it is named but not linked.
2	Tenable tenable.com	0%	12%	Google AI Mode
Tenable earns 12.5% citation with zero visibility and a composite score of 3.8, indicating AI uses its domain as a reference source but does not name it in responses.
3	Palo Alto Networks paloaltonetworks.com	0%	12%	Google AI Mode
Palo Alto Networks mirrors Tenable exactly at 12.5% citation, 0% visibility, and a composite score of 3.8, appearing as a cited source despite no named AI mentions.
4	XM Cyber xmcyber.com	0%	0%	Google AI Mode
XM Cyber ranks fourth overall but records 0% on both visibility and citation, giving it a composite score of 0.0 and no measurable AI presence in this audit period.
5	Wiz wiz.io	0%	0%	Google AI Mode
Wiz sits at rank 5 with a composite score of 0.0, identical to XM Cyber, Orca Security, Vectra AI, and six other brands, showing no differentiation in AI signals at this tier.
6	Orca Security orca.security	0%	0%	Google AI Mode
7	Vectra AI vectra.ai	0%	0%	Google AI Mode
8	RunZero runzero.com	0%	0%	Google AI Mode
9	Cymulate cymulate.com	0%	0%	Google AI Mode
10	Mandiant mandiant.com	0%	0%	Google AI Mode
11	Rapid7 rapid7.com	0%	0%	Google AI Mode
12	Tufin tufin.com	0%	0%	Google AI Mode
13	SafeBreach safebreach.com	0%	0%	Google AI Mode
14	Picus Security picussecurity.com	0%	0%	Google AI Mode
15	Pentera pentera.io	0%	0%	Google AI Mode
16	Pathlock pathlock.com	0%	0%	Google AI Mode
17	ReliaQuest reliaquest.com	0%	0%	Google AI Mode
18	Plerion plerion.com	0%	0%	Google AI Mode
19	Avalor avalor.ai	0%	0%	Google AI Mode
20	Core Security fortra.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

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

youtube.comgartner.comupguard.comfiremon.comcycognito.comsentinelone.compaloaltonetworks.compuppygraph.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.

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 attack path 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 path management software brand → Browse all rankings Methodology →

Frequently asked about attack path management software AI visibility

Who leads AI visibility in attack path management software?

CrowdStrike leads with 12.5% visibility and a composite score of 8.8, far above the category average of 0.6%. No other brand in the top 10 records any visibility in the current audit period.

Which brands are cited most by Google AI Mode in this category?

Tenable and Palo Alto Networks each hold 12.5% citation, the highest in the category. CrowdStrike, despite leading on visibility, records 0% citation.

What sources does AI cite most for attack path management software research?

The top cited sources include youtube.com, gartner.com, upguard.com, firemon.com, and cycognito.com, with several being third-party sites rather than vendor-owned domains.

How many brands in this category have meaningful AI visibility?

Only one brand, CrowdStrike, records any visibility above zero. All other ranked brands, including XM Cyber, Wiz, and Orca Security, score 0% on both visibility and citation.

Is there a divergence between which brands are named and which are cited in AI responses?

Yes. CrowdStrike is named but not cited, while Tenable and Palo Alto Networks are cited as sources but not named in AI responses, showing a clear split between the two signals.

Which AI engine dominates coverage in this category?

Google AI Mode is the only engine recorded across all 20 brands in this audit, making cross-engine comparison unavailable from the current data set.