AI Visibility
measured26/100
Emerging · in Serverless & Edge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals39/100
Weak fundamentals
Avg Prompt Score
6
across 309 prompts
AI Share of Voice
6%
across 309 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Serverless & Edge
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.
Fauna is a B2B database platform that already has meaningful AI citation surfaces via first-party comparison pages (e.g., DynamoDB) and third-party review presence on G2/Capterra. The biggest risk for AI engines is conversion-stage citation: pricing/structured evaluation signals (SoftwareApplication/FAQPage/llms.txt) are not verifiably crawlable from live checks, and secondary review/analyst coverage is thin.
Based on audit of fauna.com · Sep 1, 2026