AI Visibility
measured28/100
Emerging · in Prototyping
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals9/100
Weak fundamentals
Avg Prompt Score
9
across 162 prompts
AI Share of Voice
9%
across 162 prompts
Critical Issues
5
critical + high
Shortlist Position
1/80
Not Visible · 3d Cad Discovery
How AI Visibility breaks down
in Prototyping
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.
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
Formlabs surfaces in 1/80 3d Cad discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.
Formlabs is already well-positioned for AI citation in evaluation-style queries because it has first-party comparison pages (e.g., Carbon3D M2/L1 vs. Formlabs Form 3+/3L and EOS SLS vs. Formlabs Fuse 1+ 30W) and transparent starting prices on some pages. The biggest remaining blocker for high-intent prompts like "What is the best additive manufacturing software?" and "How much does Formlabs cost?" is that the site’s pricing/SoftwareApplication-style structured data and software-specific evaluation content are not clearly crawlable/structured for AI the way a pure SaaS listing would be.
Based on audit of formlabs.com · May 7, 2026