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When I started working with websites back in the early 2010s, SEO audits were something you paid an agency a decent retainer for. You would wait a week, get a PDF with a checklist of issues, and then spend another week arguing about priorities. That model worked when search engines were simpler and site structures were smaller. Today, the game has shifted. Search engines now use AI answer engines to surface results directly in featured snippets, knowledge panels, and voice r