MLflow GenAI Evaluation vs ZenML
| MLflow GenAI Evaluation | ZenML | |
|---|---|---|
| Free plan | Yes | Yes |
| Free trial | No | |
| Paid from | Free | $999/mo |
| 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 | |
| Model registry | Yes | |
| Paid from | 999 /mo | |
| Experiment tracking | Yes | |
| Pipeline orchestration | Yes | |
| Model serving | Yes | |
| Data versioning | Yes | |
| Managed compute | No |
Listed together in Best ML Experiment Tracking SoftwareBest MLOps Platforms