AI Visibility
measured18/100
Emerging · in Design
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
61
across 11 prompts
AI Share of Voice
100%
across 3 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Design
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.
Executive summary
AspenTech is a strong B2B candidate for AI citation because it has a sizable G2 presence (127 reviews, 4.5/5) and clear asset performance management positioning on its site. The biggest citation risk is conversion-stage evaluation queries like "How much does AspenTech cost?" and evaluation comparisons (e.g., "How does AspenTech compare to IBM Maximo Application Suite?") because first-party comparison and publicly crawlable pricing signals are not clearly discoverable from live search.
Based on audit of aspentech.com · Aug 30, 2026