Spot, Test & Address
Hidden Risks

Bias doesn't announce itself. It hides in training data, proxy variables, and feedback loops. Walk away with a framework, checklist, and challenge that builds the discipline to catch unfair AI outcomes before they erode trust or trigger compliance risk.