AI Visibility
measured40/100
Frequently Cited · in AI Governance Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
100
across 75 prompts
AI Share of Voice
100%
across 75 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in AI Governance Tools
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 HiddenLayer is visible in
1Executive summary
HiddenLayer is a B2B AI security platform, but it is currently weakly positioned for AI citation in evaluation-stage queries because it has no meaningful G2 review presence (0 reviews on its G2 seller page) and no crawlable, public pricing tiers on its own site. The single highest-ROI fix is to publish crawlable pricing (tiers or at least structured offer details) and add SoftwareApplication/FAQPage structured data so AI engines can ground conversion-stage answers from hiddenlayer.com.
Based on audit of hiddenlayer.com · Sep 17, 2026