AI Visibility
measured27/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals4/100
Weak fundamentals
Avg Prompt Score
12
across 166 prompts
AI Share of Voice
12%
across 166 prompts
Critical Issues
4
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 SimScale is visible in
1Executive summary
SimScale is a B2B cloud engineering simulation platform with strong AI-citation trust signals from G2 (284 reviews, 4.6 rating) and a publicly crawlable pricing page that clearly defines plan tiers (Community free; Mechanical/Professional/Enterprise are custom-priced). The biggest AI citation risk is evaluation-stage coverage: the site appears to lack first-party, indexed “[SimScale] vs [Competitor]” comparison pages and structured evaluation Q&A (FAQPage/SoftwareApplication), which limits inclusion in “alternatives to SimScale” and “SimScale vs X” shortlist answers.
Based on audit of simscale.com · Oct 7, 2026