Marketing teams keep hearing that AI will change everything, but that idea is too vague to be useful. This guide breaks the ai impact on marketing into the workflows, decisions, and risks that actually matter. We focus on where teams can get value first, how to avoid common mistakes, and how to turn experiments into a working plan. If you want a framework instead of hype, this is the place to start.