Augmented Decision Stage — Alerts, AI Assistance & Decision Models

Model-to-Operations Playbook — Deploying Decision Models Safely

A practical, operator-focused playbook for moving analytics and ML models into daily manufacturing operations with guardrails: validation, deployment patterns, monitoring metrics and thresholds, alerting, rollback procedures, retraining triggers, versioning, ownership, and an operator acceptance test to ensure models help rather than hinder decisions.