AI Visibility
measured41/100
Frequently Cited · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
5
across 163 prompts
AI Share of Voice
5%
across 163 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in 3D & CAD
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.
magicad.com is a B2B BIM/design software brand (MagiCAD) with a meaningful G2 presence (37 reviews, 4.1/5), so it can be cited for some evaluation queries. The biggest AI-citation risk is conversion-stage queries like “MagiCAD pricing” and evaluation-stage “MagiCAD vs competitor” because the site appears to route pricing to “get a quote”/account-manager flows rather than showing crawlable tiered pricing.
Based on audit of magicad.com · Sep 2, 2026