AI Visibility
measured45/100
Frequently Cited · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals10/100
Weak fundamentals
Avg Prompt Score
16
across 162 prompts
AI Share of Voice
16%
across 162 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.
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 Mastercam is visible in
1Executive summary
mastercam.com is a B2B CAD/CAM software brand with strong AI-citation inputs from G2 (26 reviews, 4.1/5) and active third-party discussion (Reddit threads in r/Machinists). The biggest AI-visibility risk is evaluation-stage citation: pricing is not clearly public/tiered and first-party evaluation/comparison surfaces are not strongly evidenced, so models may rely on third parties instead of citing Mastercam directly.
Based on audit of mastercam.com · Oct 3, 2026