MLflow GenAI Evaluation vs Vertex AI Vector Search
| MLflow GenAI Evaluation | Vertex AI Vector Search | |
|---|---|---|
| Free plan | Yes | |
| Free trial | Yes | |
| Paid from | Free | |
| Platforms | api, self-hosted, Web | api, Web |
| Free plan | 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 | |
| Hybrid search | Yes | |
| Metadata filtering | Yes | |
| Deployment | cloud | |
| Sparse vectors | Yes | |
| Index types | Tree-AH, brute force | |
| SDK languages | Python, Java |
Listed together in Best ML Experiment Tracking Software