Production Monitoring Patterns

Production-grade patterns for continuous monitoring of GenAI agents in production using MLflow registered scorers, on-demand assessment, trace archival, and metric backfill.

When to Use

• Setting up continuous production monitoring for GenAI agents
• Creating registered scorers with sampling strategies
• Implementing on-demand evaluation workflows
• Archiving MLflow traces for analysis
• Backfilling historical metrics
• Troubleshooting production scorer failures

Two Approaches: Registered Scorers vs On-Demand assess()