AI Visibility
measured26/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
8
across 161 prompts
AI Share of Voice
8%
across 161 prompts
Critical Issues
7
critical + high
Shortlist Position
2/79
Not Visible · 3d Cad Discovery
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 Markforged is visible in
1Your visibility gap
Markforged surfaces in 2/79 3d Cad discovery prompts. Claim this profile to see which 77 prompts you're missing and how to win them.
Executive summary
Markforged is cited for a couple of discovery/workflow integration queries, but it is not consistently visible for core buyer shortlist questions like “best CAD software for small businesses” and “top CAD tools for engineering teams.” The highest-ROI fix is to add crawlable, first-party evaluation content (SoftwareApplication/FAQPage + “what is 3D & CAD software” and “CAD workflow management” pages) so AI can cite Markforged directly for the missing discovery and evaluation query patterns.
Based on audit of markforged.com · Sep 1, 2026