AI Visibility
measured26/100
Emerging · in GRC Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
12
across 142 prompts
AI Share of Voice
12%
across 142 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in GRC Platforms
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.
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.
ostendio.com is a B2B integrated security/risk/compliance (GRC/IRM) platform with strong AI-citation inputs from G2 (40 reviews, 4.8/5). The biggest AI visibility risk is evaluation-stage citation: while first-party competitor comparison pages exist (e.g., Auditboard vs Ostendio), there is no evidence (from live checks) of SoftwareApplication/FAQPage structured data and AI-manifest files, which reduces eligibility for “pricing/integrations/what is” direct answers.
Based on audit of ostendio.com · Oct 8, 2026