AI Visibility
measured26/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
15
across 149 prompts
AI Share of Voice
15%
across 149 prompts
Critical Issues
4
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.
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.
Gradelink is a B2B K-12 Student Information System (SIS) with strong AI-citation trust signals from G2 (231 reviews) and corroborating Capterra/Trustpilot presence. The biggest risk to appearing in evaluation-stage AI answers is missing/unclear first-party, crawlable evaluation assets (notably SoftwareApplication/FAQPage structured data and robust brand-led comparison pages), which forces AI engines to rely on third-party review sites instead of citing Gradelink directly.
Based on audit of gradelink.com · Oct 5, 2026