AI optimizes ad insertion and revenue generation by analyzing video content in real-time, targeting personalized ads, and dynamically adjusting ad load based on user engagement. This results in up to 30% increase in ad completion rates, 25% improvement in click-through rates, and a 15-20% boost in overall ad revenue without increasing ad load.