AI has moved from novelty to necessity in marketing operations. The winners are not the teams with the most tools – they are the teams that redesigned their workflows around machine-assisted research, creative iteration, and measurement. This post breaks down the five AI applications delivering measurable ROI today, and the three that are still mostly hype.