
llm-d vs KServe vs Ray Serve: KServe Wins on Kubernetes
KServe and llm-d stack: KServe's LLMInferenceService runs llm-d underneath. Ray Serve replaces both, and it suits Ray-native Python teams more than Kubernetes platform teams.
October 26, 2026 · 14 min read