AI Visibility
measured39/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
13
across 99 prompts
AI Share of Voice
13%
across 99 prompts
Shortlist Position
13/79
Niche · 3d Cad Discovery
How AI Visibility breaks down
in 3D & CAD
Composite = 60% coverage + 40% engine breadth, 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.
Your visibility gap
FreeCAD surfaces in 13/79 3d Cad discovery prompts. Claim this profile to see which 66 prompts you're missing and how to win them.
FreeCAD surfaces in 13 of 79 3d Cad discovery prompts across AI engines. This data is pre-computed from category prompt runs — run a full audit to generate detailed recommendations.
Based on audit of freecad.org · Aug 28, 2026