AI Visibility
measured18/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
4
across 285 prompts
AI Share of Voice
4%
across 285 prompts
Critical Issues
3
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 SigmaNEST is visible in
2Executive summary
SigmaNEST is a B2B fabrication software suite with strong AI-citation potential via G2 (32 reviews) and active LinkedIn authority (6,301 followers). The biggest risk to appearing in evaluation-stage AI answers is missing/uncrawlable first-party evaluation assets—especially pricing transparency and structured comparison/evaluation pages—so AI engines likely fall back to third-party review sites instead of citing sigmanest.com directly.
Based on audit of sigmanest.com · Aug 30, 2026