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Brands with 5+ source types get 78% AI coverage. With 1 source type, 18%. The audit is necessary but not sufficient

Erlin tracked 500+ brands across ChatGPT, Perplexity, Gemini, and Claude throughout 2026. The finding that changes how you think about AI visibility is not about content structure or schema markup. It is about how many different types of sources mention you. Brands with only one source type (their…

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  1. 2026-11-05 08:00 · DEV Community — AI
    Brands with 5+ source types get 78% AI coverage. With 1 source type, 18%. The audit is necessary but not sufficient

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