AEO Score
0
Limited Presence
Avg Prompt Score
0
across 155 prompts
AI Share of Voice
0%
across 155 prompts
Critical Issues
5
critical + high
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.
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