AI Visibility
measured63/100
Frequently Cited · in Community Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals62/100
Some gaps
Avg Prompt Score
20
across 446 prompts
AI Share of Voice
19%
across 430 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Community Management
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.
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 Higher Logic Vanilla is visible in
3Executive summary
Higher Logic is likely to be cited by AI engines for evaluation-stage queries because it has a strong G2 presence (528 reviews) and a TrustRadius product profile (37 reviews for Higher Logic Thrive). The single highest-ROI fix is to strengthen first-party evaluation content for comparison/pricing queries (ensure crawlable, SSR-first comparison + pricing pages and add SoftwareApplication/FAQPage schema coverage), because AI engines heavily prefer brand-owned sources for “vs” and “pricing” prompts.
Based on audit of higherlogic.com · May 7, 2026