AI Visibility
measured33/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals45/100
Some gaps
Avg Prompt Score
26
across 189 prompts
AI Share of Voice
26%
across 189 prompts
Critical Issues
4
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.
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.
Reviewboard.org is a B2B code/document review platform with some strong AI-citation inputs (e.g., G2 has 16 reviews). The biggest risk for AI engines is evaluation-stage citation: there are no clearly indexable first-party “[Review Board] vs [Competitor]” pages, so models fall back to third-party comparisons instead of citing reviewboard.org.
Based on audit of reviewboard.org · Sep 1, 2026