AI Visibility
measured33/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
11
across 169 prompts
AI Share of Voice
11%
across 169 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Developer 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 pganalyze is visible in
1Executive summary
pganalyze.com is a B2B PostgreSQL performance monitoring/tuning SaaS with strong AI citation likelihood driven by a solid G2 presence (43 reviews) and first-party comparison content (e.g., pganalyze vs Amazon Database Insights). The single highest-ROI fix is to add/verify B2B evaluation structured data (SoftwareApplication + FAQPage for pricing/integrations/comparison queries) so AI engines can cite product details directly from pganalyze.com rather than relying on third parties.
Based on audit of pganalyze.com · Oct 3, 2026