Continuous Monitoring & Drift Detection

Monitor live model deployments for bias drift, prompt injection spikes, and guardrail violations.

• Set up Amazon SageMaker Clarify continuous monitoring for bias drift on endpoints.
• Configure CloudWatch Alarms on Bedrock Guardrail metrics (e.g., InvocationsIntervened).
• Use metric filters on invocation logs and Amazon SNS for automated alerts.

Guardrail INTERVENED events
        ↓
CloudWatch Metric Filter / Alarm
        ↓
SNS → Security / Compliance

A weekly Glue ETL to QuickSight for human review is not continuous automated monitoring.