AI Visibility
measured30/100
Emerging · in AI Applications
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals50/100
Some gaps
Avg Prompt Score
14
across 169 prompts
AI Share of Voice
14%
across 169 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Applications
Composite = 60% coverage + 40% engine breadth, 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 COMSOL is visible in
1Executive summary
COMSOL is strongly positioned for AI citation in evaluation-stage “best multiphysics simulation software” style prompts via its G2 presence (36 reviews, 4.3★). The single highest-ROI fix is to publish first-party, crawlable comparison and pricing content that directly answers “How does COMSOL compare to ANSYS?” / “How does COMSOL compare to SIMULIA (Abaqus)?” and “How much does COMSOL cost?” with structured, AI-extractable blocks.
Based on audit of comsol.com · May 23, 2026