We rank audience and content similarity using semantic analysis and behavioral signals. Seed-handle content, hashtags, titles/transcripts (YouTube), audience demographics, engagement patterns and growth metrics feed a model that scores creators by topical match, audience overlap and interaction quality to surface close matches.