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KServe vs BentoML: catalog facts
KServe	BentoML
Free Free and open source.	Freemium The framework is open source; the managed inference platform is a commercial offering.
Self-hosted	Web, Self-hosted, Command line
Standard model serving layer on Kubernetes Handles predictive and generative models	Packages models from any framework or modality Runs in Bento Cloud, your own cloud or on-prem Kubernetes
Requires a Kubernetes cluster and the skills to run one Not suited to single-machine or hobby use	Managed platform features require a commercial plan Production setups assume Kubernetes or cloud knowledge
Self-hosted	Downloadable app, Self-hosted, Hosted service
Open source	Open source
License not stated	License not stated
No account needed	Not stated if an account is 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 October 1, 2026

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