AI Visibility
measured34/100
Emerging · in Content & Knowledge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals62/100
Some gaps
Avg Prompt Score
100
across 22 prompts
AI Share of Voice
100%
across 22 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Content & Knowledge
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.
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.
ReadCube is a B2B literature management SaaS with strong AI-citation inputs from G2 (174 reviews on G2) and crawlable first-party pricing plus a first-party comparison hub. The biggest AI citation risk is evaluation-stage extraction: the site appears to lack SoftwareApplication/FAQPage structured data that helps AI engines confidently cite product/pricing/integration details.
Based on audit of readcube.com · Oct 7, 2026