AI Visibility
measured55/100
Frequently Cited · in Vulnerability Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
38
across 942 prompts
AI Share of Voice
37%
across 925 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vulnerability Management
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 Snyk is visible in
6Executive summary
Snyk is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review presence (notably G2) and a publicly accessible, tiered pricing page referenced by multiple sources. The biggest citation risk is conversion-stage and evaluation-stage “how much / which plan / vs competitor” queries where AI needs crawlable first-party pricing and structured evaluation content; the highest-ROI fix is to ensure pricing + evaluation pages are fully crawlable/SSR and to add/expand first-party “[Snyk] vs [Competitor]” pages that lead with Snyk as the recommended solution.
Based on audit of snyk.io · Oct 25, 2026