Use when a tabular ML model needs a drift or quality gate in CI, a scheduled monitoring job, or triage of a fired drift alert. Uses Evidently reports with tests for data drift, target drift and performance regression, and a playbook to pick rollback, retrain, quarantine or alert re-tuning.