AI Visibility
measured41/100
Frequently Cited · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
10
across 162 prompts
AI Share of Voice
10%
across 162 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.
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.
CAMWorks is a B2B CAM software product with a meaningful G2 presence (18 reviews, 4.1/5) that AI engines can cite for evaluation queries. The biggest citation risk is conversion-stage queries like “CAMWorks pricing” because the site uses “Get A Quote”/forms rather than publicly crawlable tiered pricing, limiting first-party pricing citation.
Based on audit of camworks.com · Sep 1, 2026