AI Visibility
measured45/100
Frequently Cited · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
96
across 180 prompts
AI Share of Voice
100%
across 164 prompts
Critical Issues
3
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.
Executive summary
Ellucian is a well-established B2B higher-education SaaS vendor with strong AI citation likelihood for brand-aware evaluation queries because it has substantial G2 presence and enterprise analyst signaling (e.g., Gartner Magic Quadrant Leader claim). The biggest AI citation risk is conversion-stage and evaluation-stage crawlability: pricing and structured evaluation content (SoftwareApplication/FAQPage) appear not to be reliably discoverable via first-party crawlable pages, which limits “Ellucian pricing” and “Ellucian vs competitor” citation.
Based on audit of ellucian.com · Oct 4, 2026