Roll-out Strategy (Shadow Mode)

After the audit, the next risk is the AI itself: will it make good decisions on real traffic, not curated test sets? Offline evaluation tells you how the system behaves on cases someone selected. Live traffic is different. It has seasonal shifts, strange inputs, incomplete records, and edge cases nobody thought to write down. The safest way to learn how the system behaves on that traffic is to let it decide without letting it act.…