AI Visibility
measured23/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
11
across 173 prompts
AI Share of Voice
11%
across 173 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Feedback Management
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.
reviews.io is a B2B SaaS review-collection platform with strong third-party citation gravity (notably G2 and Gartner Peer Insights). The biggest AI citation risk is evaluation-stage “brand vs competitor” and “alternatives to reviews.io” queries where first-party comparison content and crawlable structured evaluation pages (FAQ/SoftwareApplication) are likely weaker than the third-party review ecosystem.
Based on audit of reviews.io · Oct 9, 2026