AI Visibility
measured20/100
Emerging · in Container Orchestration
measured from this brand's audit prompts
AEO Readiness
fundamentals71/100
Solid fundamentals
Avg Prompt Score
0
across 155 prompts
AI Share of Voice
0%
across 155 prompts
Critical Issues
5
critical + high
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.
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 Kubernetes is visible in
1Executive summary
kubernetes.io is extremely likely to be cited by AI engines for category and “how it works” queries because it is the canonical, crawlable documentation site with strong third-party authority and active community discussion. The biggest citation risk is evaluation/conversion-style queries (e.g., “kubernetes.io pricing”, “Kubernetes vs X”) where the site has no first-party pricing/comparison positioning and no visible B2B-style structured data (e.g., SoftwareApplication/FAQPage) to power direct answers.
Based on audit of kubernetes.io · May 6, 2026