Writing

Thinking out loud
on AI search.

No recycled takes. No trend-chasing. Original analysis from someone actively building GEO systems, automation workflows, and AI citation strategies for real brands.

First posts coming soon.

Writing about how AI actually decides who to cite — and what brands can do about it.

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