# Gradio vs Reflection Beam — Fit & Features

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

Compare Gradio and Reflection Beam 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

### Reflection Beam
Coding and reasoning model for agentic workloads, currently in early access.
Best fit: Developers evaluating models for coding, reasoning, and tool-using agents.
- Coding and reasoning
- Agentic tool use
- Early-access model preview
Before you choose: Early access is not general availability. Check access, release status, licensing, and evaluation results before deployment.
Pricing: https://reflection.ai/
- [Read Reflection Beam profile](https://trutool.co/tools/reflection-beam): Read Reflection Beam profile