AI Visibility
measured44/100
Frequently Cited · in Cloud Security
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals66/100
Solid fundamentals
Avg Prompt Score
33
across 1676 prompts
AI Share of Voice
33%
across 1658 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Cloud 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 Vanta is visible in
5Executive summary
Vanta is highly likely to be cited by AI engines for evaluation-stage queries (e.g., “Vanta vs Secureframe/Drata” and “best SOC 2 compliance automation”) because it has strong G2 review volume and first-party comparison pages. The single highest-ROI fix is to improve crawlable pricing + structured evaluation content (SoftwareApplication/FAQPage + pricing schema) so AI can answer “Vanta pricing” and “Vanta vs X” with first-party, tiered details rather than relying on third parties.
Based on audit of vanta.com · Apr 2, 2026