AI Visibility
measured18/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
4
across 312 prompts
AI Share of Voice
4%
across 312 prompts
Critical Issues
5
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.
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.
Uptale is already reasonably visible for evaluation-stage queries via G2 (11 reviews, 4.3/5) and has publicly crawlable, tiered pricing (Pro from $17,000/yr; Team from $34,000/yr). The biggest AI-citation risk is conversion-stage and evaluation-stage “evaluation shortlists” that rely on first-party comparison/evaluation pages and structured product schemas—your site has strong pricing/case-study ROI density, but no evidence of SoftwareApplication/FAQPage/LLMs discovery files in the crawlable signals checked.
Based on audit of uptale.io · Sep 1, 2026