
Introduction The digital ecosystem has shifted from a library of links into a complex editorial board where algorithms decide whether a source acts as a peer or a professor. Visibility is no longer solely about keyword relevance; it is about the functional role an AI assigns to a brand or platform within a specific query context. As search engines evolve










