AI Visibility
measured35/100
Emerging · in Security
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals69/100
Solid fundamentals
Avg Prompt Score
19
across 188 prompts
AI Share of Voice
15%
across 172 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Security
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories Cobalt is visible in
2Executive summary
Cobalt.io is a B2B pentesting-as-a-service platform with strong AI citation signals from G2 and Gartner Peer Insights, plus crawlable first-party pricing and a first-party comparison page (“Cobalt vs Traditional Pentesting Providers”). The biggest remaining risk for AI evaluation queries is structured-data coverage (SoftwareApplication/FAQPage/ratings) and ensuring comparison pages are indexed with clear brand-led positioning for “vs/alternatives” prompts.
Based on audit of cobalt.io · Aug 30, 2026