We analyze a seed handle’s audience signals, content themes and engagement profile, then rank creators whose audience composition, topical semantics, growth and engagement patterns match. Semantic AI (titles/descriptions/transcripts), audience demographics and fraud/engagement filters ensure the ranked lookalikes are similar and reachable.