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I have been working in search engine optimization for over a decade, and the one thing that has changed more than anything else is the way people find information. It used to be simple: type a few words into Google, scan the blue links, click the one that looked promising. Today, the same query might return a direct answer box, a knowledge panel, a featured snippet, or a full paragraph generated by an AI model. That shift has forced me to rethink how I audit and optimize sit