AI Visibility
measured45/100
Frequently Cited · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
97
across 131 prompts
AI Share of Voice
100%
across 123 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in AI Infrastructure
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.
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.
HPE is likely to be cited by AI engines for evaluation and conversion queries because it has first-party comparison content (e.g., VMware alternative page) and publicly visible pricing on HPE’s store for HPE Morpheus VM Essentials. The biggest citation risk is conversion-stage “How much does HPE cost?” and evaluation-stage “How does HPE compare to VMware/Nutanix/Red Hat?” when AI can’t reliably extract structured pricing and SoftwareApplication/FAQ evaluation schema from hpe.com pages.
Based on audit of hpe.com · Jun 5, 2026