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Mark S. Carroll's avatar

This is one of the first GEO posts that feels like a real system, not a hot take.

The key is entity clarity. Most of us are three different people across LinkedIn, a site, and Substack, then we act surprised when AI can’t recommend us.

The 2 minute visibility test is gold. Run it monthly, screenshot it, treat it like analytics.

If you add one thing, show a single before/after result (same prompt, same model) plus the exact bio and methodology line you standardized. One concrete template would make this instantly actionable.

Alex Randall Kittredge's avatar

This is fantastic, Wyndo! One of the clearest, most operational takes on GEO I’ve seen.

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