
Healthcare discovery is shifting from a keyword-based ranking contest into a sophisticated competition for algorithmic trust and citation by generative AI models. For over a decade, patients followed a predictable digital path, typing symptoms into a search bar and sifting through an array of advertisements and search engine results. This manual filtering process was often overwhelming and fragmented. However, the










