Ray
Ray is a distributed computing framework that can be used for AI workloads but does not provide the same multi-cloud job orchestration and portability features as SkyPilot.
Kubeflow
Kubeflow focuses on Kubernetes-native ML workflows but may require more direct infrastructure management compared to SkyPilot's abstraction.