AI Visibility
measured16/100
Emerging · in Learning Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
5
across 288 prompts
AI Share of Voice
5%
across 288 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Learning 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.
TopClass is a B2B association LMS with meaningful AI-citation potential via G2 (14 reviews, 4.1/5) and strong first-party FAQ-style content on category pages. The biggest risk to being cited in evaluation/conversion queries is missing/uncrawlable pricing and lack of first-party comparison pages (no evidence found), which prevents AI engines from confidently recommending it in “alternatives” and “pricing” patterns.
Based on audit of topclasslms.com · Jun 6, 2026