AI Visibility
measured25/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
10
across 173 prompts
AI Share of Voice
6%
across 157 prompts
Critical Issues
5
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 Rosetta Stone is visible in
1Executive summary
Rosetta Stone is likely to be cited by AI engines for general language-learning queries, but B2B-style evaluation patterns (e.g., “Rosetta Stone pricing” and “Rosetta Stone vs competitor”) are weaker because enterprise pricing is largely “request a demo” and first-party comparison/structured evaluation content is not clearly discoverable. The single highest-ROI fix is to publish crawlable, first-party evaluation pages (FAQ + comparison + pricing details) that AI can quote directly for enterprise/education use cases.
Based on audit of rosettastone.com · Aug 30, 2026