AI Visibility
measured18/100
Emerging · in Design
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
100
across 14 prompts
AI Share of Voice
100%
across 14 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Design
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.
Executive summary
w3.org is highly likely to be cited by AI engines for web-standards and developer-how-to queries, but it is unlikely to be cited for B2B software evaluation/purchase patterns (pricing, alternatives, vs-competitor) because it is a public-interest standards organization rather than a SaaS vendor. The single highest-ROI fix is to strengthen crawlable, evaluation-intent structured content (FAQPage + clear “what W3C is / who it’s for / how to use W3C resources” pages) so AI can answer branded questions directly from w3.org instead of relying on third-party explanations.
Based on audit of w3.org · Oct 2, 2026