AI-based budget optimization uses machine learning to allocate ad spend across channels in real time, maximizing return on investment. For e-commerce brands, this means dynamically adjusting budgets based on performance signals—ensuring dollars flow to the highest-yielding audiences, products, or creatives. It's about reducing waste, increasing efficiency, and accelerating profitable growth.