AI Visibility
measured26/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
6
across 290 prompts
AI Share of Voice
6%
across 290 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Education & LMS
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 Top Hat is visible in
2Executive summary
Top Hat is a B2B teaching/learning platform with meaningful AI-citation signals from G2 and first-party pricing plus a first-party comparison hub (/vs/). The biggest risk for AI evaluation queries is missing/unclear structured data coverage (SoftwareApplication/FAQPage/ratings) and limited evidence of enterprise analyst recognition (Gartner/Forrester/IDC). Highest-ROI fix: add/verify SoftwareApplication + FAQPage schema across evaluation/pricing pages and ensure comparison pages are crawlable and indexable for AI extractors.
Based on audit of tophat.com · Aug 30, 2026