[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Kubernetes
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

0

Limited Presence

Avg Prompt Score

0

across 155 prompts

AI Share of Voice

0%

across 155 prompts

Category Visibility

#18

in Container Orchestration · of 30

Critical Issues

5

critical + high

Per-stage performance

🔍Discovery
70 brand-level
Cited0%0/70
Share of voice0%avg
Engine consensus—
Competitors—
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited0%0/4
Share of voice0%avg
Engine consensus—
Competitors—
Sentiment—no data
🛡️Trust
4 brand-level
Cited0%0/4
Share of voice0%avg
Engine consensus—
Competitors—
Sentiment—no data
💰Conversion
4 brand-level
Cited25%1/4
Share of voice8%avg
Engine consensus33%of engines
Competitors5.0avg/cited
Sentiment—no data

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

1
  • Container Orchestration18 of 30→

Executive 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

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