AI in marketing is at an inflection point. The technology is moving faster than the governance frameworks designed to manage it. Questions of data ownership, Agent responsibilities, security and ethical consideration in infrastructure and model building, AI-generated creative attribution, algorithmic transparency in media buying. These are live commercial and regulatory risks, and the industry is largely trying to navigate them with policies written for a pre-generative AI world.