Data Traffic Light, Human Wrapper, and Prompt Dividend—the governance framework that makes AI usage visible, accountable, and commercially advantageous.
One agency survived external crisis through formalised governance. The other closed when informal governance reached its limits. Here's what that taught me about Shadow AI.
