• ⚠️ Without Mlflow: Self-hosting requires managing server, database, and storage costs (~$200/month for small teams).
• ⚠️ Without Mlflow: Core open-source version lacks advanced features like interactive dashboards, bias detection, dynamic autoscaling, or detailed latency metrics.
• ⚠️ Without Mlflow: Basic model evaluation limited to static artifacts without built-in fairness metrics.