In the past decade, marketing has gone from broad segmentation to hyper-personalization; from static ad schedules to real-time bidding; from manual campaign adjustments to algorithmic optimization. Yet, even as AI and automation tools proliferate, much of marketing still operates under human oversight, with humans nudging, tweaking, or steering AI systems.