We rank creators by audience and content similarity using multi-dimensional signals - audience demographics, engagement patterns, topical semantics (titles, descriptions, transcripts), growth and fraud profiles. The system then scores and returns creators with matching themes, audience overlap and comparable engagement dynamics.