As AI search engines and answer platforms increasingly shape buyer decisions, many marketers make the mistake of auditing only their own brand visibility. This article argues that the real opportunity lies in reverse-engineering competitors' AI citations to uncover the content strategies, messaging frameworks, and authority signals that large language models already trust. It provides a competitive intelligence playbook for using GEO (Generative Engine Optimization) insights to inform paid media, content strategy, and market positioning.