AI Visibility
measured16/100
Emerging · in Security
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals61/100
Some gaps
Avg Prompt Score
9
across 164 prompts
AI Share of Voice
9%
across 164 prompts
Critical Issues
5
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 Patchstack is visible in
2Executive summary
Patchstack is likely to be cited by AI engines for evaluation and trust queries because it has a first-party pricing page with specific tiers and multiple recent case studies, plus it appears on G2 with a strong rating signal. The biggest risk for AI citation is conversion-stage evaluation queries that require structured software/app entity markup (SoftwareApplication/FAQPage) and first-party brand-led comparison surfaces beyond what AI can already infer from third-party sources.
Based on audit of patchstack.com · Sep 1, 2026