k3s AI visibility score and rankings

Data as of Mar 20, 2026. Sign up free to see the latest daily data.

Parse Score

18.2

0.0

How well you compete

41.1

How broadly AI mentions you

20.8

How often AI cites you

Parse Score

18.2

0.0

How well you compete

41.1

How broadly AI mentions you

20.8

How often AI cites you

This week· sample

Mixed week — score steady, one competitor gained ground.

Score shiftGained ground on 3 prompts this week

CompetitorA competitor was added to a cited roundup page

CitationNew source citing this brand in 2 prompt answers

Add k3sto see what's changing each week.

Tasks· sample

Reply to this cited Reddit thread

Reach out to this cited publication

Brand performance

How k3s's AI visibility has changed over time

Preview of competitive strength history (coarsened).

Brands AI most often recommends alongside k3s

Questions people ask AI where k3s appears in the last 30 days

Prompt	Prompt visibility
I need a CI/CD pipeline that runs on my own hardware and does not have per-user limits.	6.3
What is the best local development environment for a full-stack developer working with containers and multiple services?	0.0
Which edge computing platforms offer managed services for deploying containerized applications close to the end-user?	0.0

Domains AI cites when recommending k3s in the last 30 days

Domain	Citations	Prompts
arxiv.org [2504.03656] Comparative Analysis of Lightweight Kubernetes Distributions for Edge Computing: Performance and Resource Efficiency	1	1