MLflow GenAI Evaluation vs Trackio
| MLflow GenAI Evaluation | Trackio | |
|---|---|---|
| Free plan | Yes | Yes |
| Paid from | Free | Free |
| Platforms | api, self-hosted, Web | api, Linux, macOS, self-hosted, Web, Windows |
| Free plan | Yes | Yes |
| Evaluation methods | hybrid | |
| Tool-call checks | Yes | |
| Trace ingestion | Yes | |
| Safety evaluations | Yes | |
| Regression runs | Yes | |
| SDK language support | python | |
| Prompt version history | Yes | |
| Prompt testing | Yes | |
| Deployment controls | Yes | |
| Access controls | Yes | |
| Prompt observability | Yes | |
| API access | Yes | |
| Run comparison | Yes | |
| Artifact tracking | Yes | |
| Dataset versioning | Yes | |
| Model registry | Yes | |
| API and SDK access | Yes | |
| Training mode | local | |
| Deployment targets | multiple | |
| GPU acceleration | Yes | |
| Distributed training | Yes | |
| Supported languages | Python | |
| Model formats | ONNX, ExecuTorch, PyTorch ExportedProgram | |
| Robot simulator | Yes | |
| Classroom tools | No | |
| Curriculum library | No | |
| Supported robots | SO-101, SO-100, Koch v1.1, LeKiwi, Hope Jr, Reachy 2, Unitree G1, Earth Rover Mini, OMX, OpenArm, reBot B601-DM | |
| Supported platforms | Linux; Python package installed locally; browser GUI (LeLab); simulation environments via Hugging Face Hub |
Listed together in Best ML Experiment Tracking Software