AI Visibility
measured48/100
Frequently Cited · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals69/100
Solid fundamentals
Avg Prompt Score
64
across 16 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in ETL & Data Integration
Composite = 60% coverage + 40% engine breadth, 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.
Executive summary
Mozilla.org is highly likely to be cited by AI engines for “what is Firefox/Mozilla VPN” and “alternatives” style queries because it has strong third-party review authority (e.g., G2 and TrustRadius for Mozilla Firefox) and clear product positioning on its own site. The biggest citation risk is evaluation/conversion-style queries that require crawlable, structured product metadata (SoftwareApplication/FAQPage) and first-party comparison/pricing surfaces; the single highest-ROI fix is to ensure product pages (especially Firefox/VPN) have complete, crawlable structured data and evaluation-focused FAQ blocks.
Based on audit of mozilla.org · Jun 23, 2026