AI Visibility
measured45/100
Frequently Cited · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
4
across 163 prompts
AI Share of Voice
4%
across 163 prompts
Shortlist Position
8/80
Niche · Education Lms Discovery
How AI Visibility breaks down
in Education & LMS
Composite = 60% coverage + 40% engine breadth, 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.
Your visibility gap
Honorlock surfaces in 8/80 Education Lms discovery prompts. Claim this profile to see which 72 prompts you're missing and how to win them.
Honorlock surfaces in 8 of 80 Education Lms discovery prompts across AI engines. This data is pre-computed from category prompt runs — run a full audit to generate detailed recommendations.
Based on audit of honorlock.com · Aug 28, 2026