AI Visibility
measured18/100
Emerging · in Agent Frameworks
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
2
across 930 prompts
AI Share of Voice
2%
across 930 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Agent Frameworks
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 Guidebook is visible in
2Executive summary
Guidebook is already strongly citable for evaluation-stage queries because it has a substantial G2 presence (4.4/5 with 370 reviews) and secondary review coverage on TrustRadius (4 reviews) and Capterra. The single highest-ROI fix is to strengthen first-party evaluation surfaces—especially SoftwareApplication/FAQPage structured data and crawlable pricing/comparison blocks—so AI engines can cite Guidebook directly for “vs/alternatives/pricing” queries rather than relying mostly on third-party review sites.
Based on audit of guidebook.com · Sep 29, 2026