Why Neil Patel is Half-Right About AI Search: The Missing Engineering Layer of Generative Engine Optimization (GEO)

An architectural critique of modern AI search: Neil Patel is right that LLMs force live retrieval on complex queries, but marketing advice fails without the Computer Science of GEO.