AI Visibility
measured27/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
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 MeshLab is visible in
1Executive summary
MeshLab is an open-source desktop tool (not a B2B SaaS), so it is less likely to be cited for “best [software]” enterprise procurement queries. AI citation is strongest for “what is MeshLab / how to use MeshLab” style questions, but weakest for evaluation/conversion patterns like pricing, integrations, and structured “vs/alternatives” buying prompts.
Based on audit of meshlab.net · Sep 30, 2026