We rank creators by audience and content similarity using a seed handle - semantic analysis of YouTube titles, descriptions and transcripts plus audience signals (demographics, engagement patterns, growth, fraud checks). The result: creators with matching themes, audience makeup and engagement behavior ranked as lookalikes.