AI Visibility
measured33/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
10
across 165 prompts
AI Share of Voice
10%
across 165 prompts
Critical Issues
5
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 OpenFOAM is visible in
1Executive summary
OpenFOAM is likely to be cited by AI engines for “best CFD software” style discovery queries because it has strong third-party authority (notably a G2 presence with 35 reviews at 4.3★) and active community discussion on Reddit. The biggest citation risk is conversion/evaluation-style prompts that expect first-party, structured “pricing” and “alternatives” content—openfoam.org appears to be an open-source foundation site with no clear, crawlable pricing page, so AI must rely on third parties.
Based on audit of openfoam.org · Oct 7, 2026