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I have been working in SEO for over a decade, and I have seen the field shift from keyword density tricks to entity-based search, from backlink quantity to topical authority. But nothing has changed the way I work as much as the rise of Ai answer engines. These systems, like Google's Search Generative Experience and Bing's conversational modes, do not just rank pages. They extract, synthesize, and directly answer user questions. That shift means the old audit methods, which