How to Apply GEO Research in Operations Without Copying Its Results as Customer Outcomes
First check the research conditions, then validate separately against customer questions and channels. Effects may differ when the paper’s models, markets, or metrics differ. Copying a research improvement rate as an expected customer outcome goes beyond the evidence.

