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 163 prompts
AI Share of Voice
9%
across 163 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 3D Slicer is visible in
2Executive summary
AI citation likelihood is moderate because slicer.org is clearly identified as the 3D Slicer image computing platform and has strong third-party review-style visibility on G2 (SlicerSolutions seller page). The biggest risk is evaluation-stage “pricing / comparison / structured software listing” queries: slicer.org appears to have no crawlable pricing page and no visible SoftwareApplication/FAQPage structured data signals, so AI engines have less to cite for “what it costs” and “how it compares.”
Based on audit of slicer.org · Oct 17, 2026