Most organizations don't have an AI risk problem. They have a data problem, a control design problem, a third-party dependency problem. AI just turned the lights on.

AI doesn't fix broken resilience programs. It amplifies them. Here's what separates organizations building real capability from those buying expensive decoration.

Agentic AI is a puppy. Cute, promising, fun to have around. But if you don't train it, it's going to chew through your network, pee on your compliance report, and sink its teeth into your reputation.