Query fan-out—the process AI search engines use to break complex questions into multiple sub-queries—isn't a new concept for performance marketers. It's the same principle that has powered successful ad creative testing for years: one customer intent, multiple angles. By understanding how AI systems decompose queries and applying that same logic to creative strategy, marketers can build more effective campaigns, improve competitive research, and create scalable creative frameworks that mirror how modern AI surfaces information.