# Gradio vs Weights & Biases — Fit & Features

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

Compare Gradio and Weights & Biases 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

### Weights & Biases
Track machine learning experiments, artifacts, and model development workflows.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Experiment tracking
- Model artifacts
- Training dashboards
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://wandb.ai/site/
- [Read Weights & Biases profile](https://trutool.co/tools/weights-biases): Read Weights & Biases profile