Is it too early for GEO?
We rebuilt the web's 1997-2001 adoption curve and put it beside today's AI numbers. The comparison is useful, including where the data stops lining up.
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How AI models describe brands, how to measure it, and what to do about it. A field guide for founders and marketers who'd rather lead the conversation than guess at it.
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We rebuilt the web's 1997-2001 adoption curve and put it beside today's AI numbers. The comparison is useful, including where the data stops lining up.
Read the issue →
When ChatGPT leaves your company out, the cause may be your site, the model's sources, or the question itself. Here is how to tell which problems you can fix.
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Cloaking is showing search engines one thing and your visitors another. It is one of the oldest ways to get a site de-indexed, and one of the easiest to do without realizing.
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A practical guide to the part of GEO you can inspect: the questions models answer, the sources they use, and the changes worth making this week.
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A blank brand fact can become an invitation to guess. See how do_not_infer carries an explicit unknown into the material a model retrieves.
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A decision framework from a GEO vendor, including three situations where paying for AI brand visibility would be a poor use of the budget.
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Run the same five questions across ChatGPT, Claude, and Perplexity, then score the answers for accuracy, visibility, consistency, and competitor confusion.
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