AI disclosure labels are becoming a valuable new source of competitive intelligence. Rather than viewing them as compliance notices, performance marketers can use AI labels to uncover competitors' production workflows, testing strategies, and creative investments. When combined with ad longevity and campaign data, these signals reveal which advertisers are experimenting, scaling, or optimizing—providing actionable insights before the market catches on.