The AI governance playbook: build it before you need it
Organizations face two primary threats from unmanaged AI: data exposure and unpredictable overhead. True governance moves away from “no” and toward “know”—prioritizing transparency and responsible culture over hard restrictions. By aligning systems with natural workflows, product leaders can turn AI risk management into a competitive advantage.