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• 19:49, 27 October 2026 KaceyWroblewski talk contribs created page The Role Of Knowledge Graphs In AI Rankings: A Practical Guide (Created page with "Yes - entity audits, schema cleanup, and citation tracking require time and process more than large spend, making this an area where disciplined smaller teams can compete effectively against larger, slower-moving agencies.<br><br>Most practitioners start seeing citation changes in AI Overviews or Perplexity within two to six weeks of implementing entity and content changes, though Gemini and ChatGPT retrieval patterns can take longer to reflect updates since they don't r...")