AI Visibility
measured25/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
24
across 197 prompts
AI Share of Voice
24%
across 197 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in AI Infrastructure
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 Memcached is visible in
1Executive summary
Memcached.org is likely cited by AI engines for “what is memcached” and “how does memcached work” style queries, supported by strong third-party authority (e.g., Wikipedia) and a measurable G2 presence (18 reviews, 4.6 rating). The biggest AI-citation risk is evaluation-stage queries like “memcached vs redis” and “memcached pricing,” because memcached.org appears to lack first-party evaluation/comparison and pricing surfaces that AI can reliably extract.
Based on audit of memcached.org · Sep 29, 2026