# Gradio vs ZenML — Fit & Features

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

Compare Gradio and ZenML by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Gradio
Create interactive interfaces and demos for machine learning models.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Model interfaces
- Interactive demos
- Python integration
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://gradio.app/
- [Read Gradio profile](https://trutool.co/tools/gradio): Read Gradio profile

### ZenML
Build reproducible machine learning pipelines across supported infrastructure.
Best fit: Machine learning teams building, serving, and operating model workloads.
- ML pipelines
- Artifact tracking
- Infrastructure integrations
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://www.zenml.io/pricing
- [Read ZenML profile](https://trutool.co/tools/zenml): Read ZenML profile