Implementation Guide
Classify workflows by operational risk
Segment flows into low, medium, and high risk based on compliance impact, customer impact, and reversibility. Each tier should map to a specific control model.
Define release gates with measurable thresholds
Before expanding automation, require minimum precision, escalation stability, and correction-rate thresholds. Throughput gains should never bypass quality gates.
Make decision traceability non-negotiable
Log inputs, outputs, policy checks, user edits, and overrides. Traceability is essential for audits, incident analysis, and post-deployment model tuning.
Split ownership by function, not by tool
Engineering owns system reliability, product owns workflow intent, operations owns correction quality, and leadership owns risk acceptance decisions.
Run governance reviews as a recurring cadence
Use monthly scorecards for quality trends, incidents, policy exceptions, and release decisions. Governance works only when it operates continuously.