AI Visibility
measured34/100
Emerging · in Content & Knowledge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
9
across 514 prompts
AI Share of Voice
9%
across 514 prompts
Critical Issues
3
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.
Mendeley is likely to be cited by AI engines for evaluation-stage queries because it has strong G2 presence (249–250 reviews) and a publicly crawlable pricing page with explicit tiers ($4.99/$9.99/$14.99 monthly). The biggest citation risk is conversion-stage “pricing plans” and evaluation “software application details” where AI engines need structured data (SoftwareApplication/FAQPage) and reliable crawl signals (robots/llms/sitemaps), which were not verifiable in this audit.
Based on audit of mendeley.com · Aug 31, 2026