AI Visibility
measured33/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
9
across 161 prompts
AI Share of Voice
9%
across 161 prompts
Critical Issues
2
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 OpenSCAD is visible in
1Executive summary
OpenSCAD is likely to be cited by AI engines for “what is OpenSCAD” and “how to use OpenSCAD” style queries because it has strong third-party review presence on G2 (31 reviews, ~4.3/5) and active Reddit discussions. The biggest citation risk is evaluation-style “best CAD software / alternatives” queries where AI prefers structured, crawlable comparison and pricing/evaluation content—openscad.org has no visible pricing and no first-party comparison pages found in live search.
Based on audit of openscad.org · Oct 7, 2026