AI Visibility
measured41/100
Frequently Cited · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
23
across 185 prompts
AI Share of Voice
23%
across 185 prompts
Critical Issues
6
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 Liquibase is visible in
2Executive summary
Liquibase is a strong B2B citation candidate because it has a meaningful G2 presence (4.5/5 from 31 reviews) and first-party evaluation content like a “Liquibase vs Flyway” comparison page. The biggest AI-citation risk is that key structured-data signals (SoftwareApplication/FAQPage/AggregateRating) and AI-crawler governance signals (robots.txt/llms.txt) could not be verified via search, which can reduce eligibility for evaluation and conversion query patterns.
Based on audit of liquibase.com · Sep 29, 2026