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NVIDIA Triton Inference Server vs KServe: catalog facts
NVIDIA Triton Inference Server	KServe
Free Free and open source.	Free Free and open source.
Linux, Self-hosted	Self-hosted
Serves models from many ML frameworks in one server Runs on GPUs and CPUs, in the cloud or at the edge	Standard model serving layer on Kubernetes Handles predictive and generative models
Aimed at infrastructure teams rather than individual desktop users Setup and tuning take real effort	Requires a Kubernetes cluster and the skills to run one Not suited to single-machine or hobby use
Self-hosted	Self-hosted
Open source	Open source
License not stated	License not stated
No account needed	No account needed
Not stated if it works offline	Not stated if it works offline
Official website Full listing and sources Checked September 26, 2026	Official website Full listing and sources Checked September 26, 2026

Catalog facts only. Anything “not stated” is unconfirmed. Check full listings for details.