Attack simulation software: AI search visibility ranking (2026)
How AI search engines rank attack simulation software by visibility and citations. 18 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. Security validation and breach simulation platforms used to emulate attacks, test controls, and measure defensive readiness across environments. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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At a glance
What we observed in this categoryauto-generated
SCYTHE holds the top composite score at 26.2, ahead of Picus Security at 23.8, with the remaining brands trailing significantly. The gap matters because both leaders are anchored by citation rather than broad visibility: SCYTHE has 0.0% visibility yet draws 87.5% citation rate, meaning Google AI Mode references its domain as a trusted source even without surfacing the brand prominently in responses. This inverted pattern at the top signals that citation authority and named mentions are operating as separate signals in this category.
SafeBreach and Cymulate each hold 25.0% visibility but record 0.0% citation, placing them in a named-but-not-trusted position. Picus Security is the only brand combining both signals, with 12.5% visibility and 50.0% citation, making it the sole brand where AI Mode both names and cites it. AttackIQ at rank 5 scores 8.8 composite with 12.5% visibility and no citations. Brands ranked 6 through 10, including XM Cyber, Pentera, and Mandiant Security Validation, register zero on both metrics.
The top cited sources list confirms Google AI Mode is anchoring heavily on first-party vendor domains, specifically scythe.io and picussecurity.com, alongside third-party review and community platforms including g2.com, reddit.com, and youtube.com. Ambisure.com, hoxhunt.com, and cloudsek.com also appear, suggesting the AI draws on niche analyst and training-adjacent content for this category. The category average visibility of 4.2% and average citation of 7.6% reflect how thin AI coverage remains across the 18 brands overall.
Movers & shakers since last refresh
Biggest visibility risers
-
SafeBreach 0% → 25% · rank #0 → #3+25pp
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Cymulate 0% → 25% · rank #0 → #4+25pp
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Picus Security 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
scythe.io
|
0% | 88% | Google AI Mode |
SCYTHE leads with a 26.2 composite score and 87.5% citation rate despite 0.0% visibility, making it the most cited but least surfaced brand in the category. |
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| 2 |
picussecurity.com
|
12% | 50% | Google AI Mode |
Picus Security is the only top-5 brand combining both visibility (12.5%) and citation (50.0%), having entered both metrics from zero in the current audit period. |
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| 3 |
safebreach.com
|
25% | 0% | Google AI Mode |
SafeBreach gained 25.0 visibility points from zero this period but holds 0.0% citation, indicating AI Mode names it without treating its domain as a reference source. |
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| 4 |
cymulate.com
|
25% | 0% | Google AI Mode |
Cymulate mirrors SafeBreach exactly at 25.0% visibility and 0.0% citation, sharing rank 3 composite score of 17.5, also a new entrant to visibility this period. |
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| 5 |
attackiq.com
|
12% | 0% | Google AI Mode |
AttackIQ scores 8.8 composite with 12.5% visibility and zero citations, placing it below the category citation average of 7.6% and well behind its top-4 peers. |
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| 6 |
xmcyber.com
|
0% | 0% | Google AI Mode |
| 7 |
pentera.io
|
0% | 0% | Google AI Mode |
| 8 |
horizon3.ai
|
0% | 0% | Google AI Mode |
| 9 |
humansecurity.com
|
0% | 0% | Google AI Mode |
| 10 |
cloud.google.com
|
0% | 0% | Google AI Mode |
| 11 |
cardinalops.com
|
0% | 0% | Google AI Mode |
| 12 |
vectra.ai
|
0% | 0% | Google AI Mode |
| 13 |
breachlock.com
|
0% | 0% | Google AI Mode |
| 14 |
firemon.com
|
0% | 0% | Google AI Mode |
| 15 |
reach.security
|
0% | 0% | Google AI Mode |
| 16 |
moriarty.ai
|
0% | 0% | Google AI Mode |
| 17 |
prelude.org
|
0% | 0% | Google AI Mode |
| 18 |
tidalcyber.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on attack simulation 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 attack simulation 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 attack simulation software AI visibility
Who leads AI visibility in attack simulation software?
SCYTHE leads with a composite score of 26.2, followed by Picus Security at 23.8. Both outperform the category average composite substantially, with the remaining 16 brands clustered well below.
Which brands are cited most by Google AI Mode in this category?
SCYTHE is cited in 87.5% of relevant AI responses, and Picus Security in 50.0%. Every other brand in the top 10 records 0.0% citation rate.
What sources does Google AI Mode anchor on for attack simulation software research?
The top cited sources are scythe.io and picussecurity.com as vendor domains, alongside g2.com, reddit.com, youtube.com, ambisure.com, hoxhunt.com, and cloudsek.com as third-party references.
Can a brand have high visibility but low citation in this category?
Yes. SafeBreach and Cymulate both reach 25.0% visibility but hold 0.0% citation, demonstrating that AI Mode names brands without necessarily citing their domains as sources.
How competitive is AI coverage across the 18 brands in this category?
Coverage is thin overall, with an average visibility of 4.2% and average citation of 7.6% across all 18 brands. Brands ranked 6 through 10 score zero on both metrics.
Which brands are rising in AI visibility and is that growth matched by citation gains?
SafeBreach, Cymulate, and Picus Security all entered visibility from zero this period. Only Picus Security also gained citation, rising 50.0 points, while SafeBreach and Cymulate gained no citation alongside their visibility gains.