This hub focuses on brand, author, and product signals that help AI systems disambiguate you from everyone else.
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Define a competitor citation gap, map the cited source and buyer decision, publish a distinct evidence asset, and verify the exact target URL.
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Use review data with valid Review markup, FTC-compliant collection, dated platform evidence, frozen prompts, and separate outcome measures.
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Most interview answers fail because they dump features instead of proving source judgment. This briefing shows the five signals growth teams actually score and the answer shape they trust.
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Most brands are invisible in ChatGPT not because of poor content, but because they fail the three filters ChatGPT uses to cite sources. Here's how to pass all three in 30 days.
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