AI Visibility
measured18/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
9
across 161 prompts
AI Share of Voice
9%
across 161 prompts
Critical Issues
4
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.
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 IronCAD is visible in
1Executive summary
IronCAD is a B2B CAD/design software brand with meaningful AI-citation presence via G2 (43 reviews, 4.4/5 on the product page). The biggest AI visibility risk is evaluation-stage citation for “IronCAD vs [competitor]” and “IronCAD pricing” because first-party comparison and publicly crawlable pricing/tier data are not clearly available (pricing appears quote/contact-gated).
Based on audit of ironcad.com · Sep 30, 2026