Responsible AI as Workflow Design

2026-02-21

Governance should appear at decision boundaries: data intake, model selection, output release, and escalation.

A practical pattern is policy-as-checkpoints with explicit owner assignment and audit traces.

If teams cannot see where a decision can be challenged, governance is decorative.

“Trust comes from challenge paths, not confidence scores alone.”