Augmented Decision Stage — Alerts, AI Assistance & Decision Models

Stage 3 playbooks and guardrails for safely augmenting operator decisions with alerts, AI assistance, and deployable decision models.

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Playbook

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.

Playbook

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Guide

Model deployment & operational guardrails for OT

Practical, shop‑floor focused guardrails and an actionable runbook to deploy ML models into OT safely: pre‑deployment acceptance, monitoring strategy, escalation and rollback procedures, versioning and retraining guidance, and minimum logging and audit requirements.

Guide

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