AI Visibility
measured34/100
Emerging · in Container Orchestration
measured from this brand's audit prompts
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
3
across 155 prompts
AI Share of Voice
3%
across 155 prompts
Critical Issues
5
critical + high
Shortlist Position
0/66
Not Visible · Container Orchestration Discovery
How AI Visibility breaks down
in Container Orchestration
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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.
Your visibility gap
Mirantis Kubernetes Engine (formerly Docker Enterprise) surfaces in 0/66 Container Orchestration discovery prompts. Claim this profile to see which 66 prompts you're missing and how to win them.
Mirantis has strong third-party citation anchors for container orchestration (notably G2 and Gartner Peer Insights pages exist), but it is missing first-party evaluation surfaces that AI engines need for shortlist formation—especially for the gap queries like “managed Kubernetes services comparison” and “Kubernetes with GitOps support.” The single highest-ROI fix is to publish and index first-party, brand-led evaluation pages (e.g., “Mirantis vs [competitor]” and “Managed Kubernetes services: Mirantis vs alternatives”) with crawlable pricing/packaging details and evaluation-focused FAQ schema.
Based on audit of mirantis.com · May 6, 2026