AI Visibility
measured26/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals4/100
Weak fundamentals
Avg Prompt Score
10
across 167 prompts
AI Share of Voice
10%
across 167 prompts
Critical Issues
7
critical + high
Shortlist Position
3/79
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.
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
Substance Designer surfaces in 3/79 3d Cad discovery prompts. Claim this profile to see which 76 prompts you're missing and how to win them.
Allegorithmic is a B2B software brand (Substance 3D tools) but is currently weak for AI citation in CAD/manufacturing evaluation queries because its own site appears hard to crawl (homepage fetch timed out) and there’s no evidence of first-party evaluation assets (pricing/comparison/structured Q&A) that AI engines can reliably quote. The single highest-ROI fix is to ship crawlable, SSR evaluation pages that directly answer the missing buyer questions (manufacturing/engineering workflows, small business/startup CAD selection) and ensure those pages are indexable and schema-marked.
Based on audit of allegorithmic.com · Aug 30, 2026