Attack simulation platforms: AI search visibility ranking (2026)
How AI search engines rank attack simulation platforms by visibility and citations. 16 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 simulation platforms used to validate security controls, emulate adversary behavior, 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
Picus Security and Scythe share the top composite score of 43.8, each posting 25.0% visibility and 87.5% citation rates, well above the category averages of 10.2% visibility and 10.9% citation. Cymulate holds the highest raw visibility at 50.0% but scores only 35.0 composite, placing it third. That gap between Cymulate and the joint leaders is driven entirely by citation: Cymulate records 0.0% citation, meaning Google AI Mode names it frequently but never links back to its domain as a trusted source.
The visibility-to-citation divergence is the defining pattern in this category. Cymulate, AttackIQ, and SafeBreach all appear in AI responses (50.0%, 37.5%, and 25.0% visibility respectively) yet carry zero citation rate. Only Picus Security and Scythe convert visibility into citations, both at 87.5%. Six brands including Pentera, XM Cyber, Mandiant, and Red Canary record 0.0% on both metrics, suggesting Google AI Mode is actively excluding most recognised market names from its generated answers.
The top cited sources list confirms that Google AI Mode anchors on owned brand domains directly: scythe.io and picussecurity.com appear alongside third-party sources including youtube.com, reddit.com, cloudsek.com, and ambisure.com. The presence of community and video platforms in the citation mix indicates AI is drawing on informal and user-generated content rather than analyst reports or vendor documentation alone. Pentera dropped from 25.0% to 0.0% visibility between periods, while Scythe rose from 0.0% to 25.0%, showing the citation roster is still shifting.
Movers & shakers since last refresh
Biggest visibility risers
-
Scythe 0% → 25% · rank #3 → #2+25pp
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Cymulate 38% → 50% · rank #2 → #3+12pp
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AttackIQ 25% → 38% · rank #4 → #4+12pp
Biggest visibility fallers
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Pentera 25% → 0% · rank #5 → #6-25pp
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XM Cyber 12% → 0% · rank #7 → #7-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
picussecurity.com
|
25% | 88% | Google AI Mode |
Picus Security ties for first with a 43.8 composite score, converting its 25.0% visibility into an 87.5% citation rate, more than eight times the 10.9% category average. |
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| 2 |
scythe.io
|
25% | 88% | Google AI Mode |
Scythe matches Picus exactly at 43.8 composite and 87.5% citation, rising from 0.0% to 25.0% visibility this period, making it the category's largest single-period gainer. |
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| 3 |
cymulate.com
|
50% | 0% | Google AI Mode |
Cymulate leads all brands on raw visibility at 50.0%, nearly five times the 10.2% category average, but its 0.0% citation rate drops its composite score to 35.0. |
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| 4 |
attackiq.com
|
38% | 0% | Google AI Mode |
AttackIQ holds 37.5% visibility, above the category average, but records 0.0% citation, limiting its composite to 26.2 despite a 12.5 percentage point visibility gain this period. |
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| 5 |
safebreach.com
|
25% | 0% | Google AI Mode |
SafeBreach sits at 25.0% visibility, matching the top two brands, but its 0.0% citation rate produces the lowest composite score of the visible brands at 17.5. |
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| 6 |
pentera.io
|
0% | 0% | Google AI Mode |
| 7 |
xmcyber.com
|
0% | 0% | Google AI Mode |
| 8 |
horizon3.ai
|
0% | 0% | Google AI Mode |
| 9 |
mandiant.com
|
0% | 0% | Google AI Mode |
| 10 |
redcanary.com
|
0% | 0% | Google AI Mode |
| 11 |
prelude.org
|
0% | 0% | Google AI Mode |
| 12 |
snapattack.com
|
0% | 0% | Google AI Mode |
| 13 |
specterops.io
|
0% | 0% | Google AI Mode |
| 14 |
tidalcyber.com
|
0% | 0% | Google AI Mode |
| 15 |
cardinalops.com
|
0% | 0% | Google AI Mode |
| 16 |
varmour.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on attack simulation platforms, 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 platforms 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 platforms AI visibility
Who leads AI visibility in attack simulation platforms?
Picus Security and Scythe share the top position with identical composite scores of 43.8, each achieving 25.0% visibility and 87.5% citation rate in Google AI Mode.
Which brand has the highest raw visibility but lowest citation in this category?
Cymulate holds the highest visibility at 50.0% but records a 0.0% citation rate, meaning Google AI Mode mentions it frequently without linking its domain as a source.
What sources does Google AI Mode cite most for attack simulation platform research?
The top cited sources include scythe.io, picussecurity.com, youtube.com, reddit.com, cloudsek.com, and ambisure.com, indicating a mix of brand-owned domains and third-party community content.
How many brands in this category have zero AI visibility?
Six of the 16 tracked brands, including Pentera, XM Cyber, Mandiant, and Red Canary, currently record 0.0% visibility and 0.0% citation in Google AI Mode.
Which brand showed the biggest visibility movement between audit periods?
Scythe rose from 0.0% to 25.0% visibility, a delta of 25.0 percentage points, while Pentera fell from 25.0% to 0.0% over the same period.
How does the category average compare to the top performers on citation rate?
The category average citation rate is 10.9%, while Picus Security and Scythe both achieve 87.5%, roughly eight times the category average.