BentoML
Build, ship, and scale AI applications with Python
Verdict
Great for wrapping models as services with minimal boilerplate. BentoCloud handles autoscaling. Simpler than Triton for most use cases but lacks fine-grained batching control.
Other Model Serving
- LiteLLMProduction
100+ LLM providers behind a single OpenAI-compatible API
- MLflowStable
Open-source MLOps platform — tracking, registry, and serving
- NVIDIA TritonProduction
NVIDIA's production model serving platform — any framework, any GPU
- OllamaStable
Run open-weight LLMs locally — one-command setup
- Ray ServeStable
Scalable model serving on Ray distributed compute
- TensorRT-LLMProduction
NVIDIA's optimised inference library for LLMs on GPUs

