# BentoML vs MLflow — Fit & Features

Canonical: https://trutool.co/compare/bentoml-vs-mlflow
Author: Snehil (https://trutool.co/authors/snehil)

Compare BentoML and MLflow by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### BentoML
Package and deploy machine learning and AI inference services.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Model packaging
- Inference deployment
- Service management
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://www.bentoml.com
- [Read BentoML profile](https://trutool.co/tools/bentoml): Read BentoML profile

### MLflow
Track experiments and manage the lifecycle of machine learning and generative AI applications.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Experiment tracking
- Model registry
- AI evaluation
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://mlflow.org
- [Read MLflow profile](https://trutool.co/tools/mlflow): Read MLflow profile