AI Visibility
measured41/100
Frequently Cited · in Design
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
24
across 386 prompts
AI Share of Voice
24%
across 386 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Design
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 Harmony is visible in
3Executive summary
toonboom.com is likely to be cited by AI engines for evaluation-stage queries because it has a meaningful G2 presence (Harmony: 22 reviews, 4.7/5) and secondary B2B review coverage on TrustRadius (Harmony: 2 reviews, score 8.8/10). The single highest-ROI fix is to add/strengthen first-party evaluation content for AI (especially SoftwareApplication/FAQPage structured data and brand-led comparison pages), because current crawlable evidence for schema and comparison surfaces is missing from search results.
Based on audit of toonboom.com · Sep 30, 2026