Query Fan-Out: What It Is and How It Affects AI Visibility

Your content can rank on the first page of Google and still never be cited or mentioned by LLMs. This makes sense once you understand query fan-out, a background process AI systems use to build answers. When someone asks ChatGPT or Perplexity a question, it doesn’t default to the best-ranking page. Instead, it runs related …

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