AI Visibility
measured25/100
Emerging · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
5
across 308 prompts
AI Share of Voice
5%
across 308 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Data & Analytics
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 GeoServer is visible in
2Executive summary
GeoServer is likely to be cited by AI engines for “what is GeoServer / how to use GeoServer” and GIS server setup queries, supported by strong third-party review presence on G2 (25 reviews, 4.5/5). The biggest citation risk is evaluation/conversion-style queries like “GeoServer pricing” and “GeoServer vs competitor” because the site does not expose crawlable pricing or first-party comparison pages that AI can quote.
Based on audit of geoserver.org · Oct 5, 2026