How To Run A Weekly AI Risk Review

Why Weekly Reviews Beat Emergency Reviews

Teams that review risk only during launches or incidents usually discover problems too late to react cleanly. A weekly loop gives product, editorial, legal, and operations teams a stable moment to compare changes and make decisions while options are still open.

1. What changed this week in tools, models, or policy?
2. Which public or customer-facing behaviors are now riskier or harder to explain?
3. What mitigation, disclosure, or escalation now has an owner?

The value of the review is not a long memo. It is a visible record of what the team saw, what it decided, and what it intentionally deferred.