BentoML vs KServe
BentoML
bentoml.comKServe
kserve.github.ioSide by side
| Figure | BentoML | KServe |
|---|---|---|
| Price from | Free | — |
| Free plan | Yes | — |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| Linux | Yes | — |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 2 | 0 |
| Spec score · Model Hosting | 8.0 (#3) | 6.9 (#12) |
| Integrations | Documented integrations include PyTorch, Transformers, TensorFlow, MLflow, XGBoost, Ray, and ONNX. | Documented integrations include Istio, Knative Serving, Envoy Gateway, Envoy AI Gateway, and the vLLM runtime. |
| Purpose | BentoML is a unified inference platform for deploying and scaling AI models with production-grade reliability. | KServe is a Kubernetes platform for serving generative and predictive AI models across multiple frameworks. |