We pair GPT-based semantic search with human recruiters. AI digs, humans verify and talk to prospects, then candidates record a 60-second intro. Early users cut time-to-hire from ~30 days to ~12. Tech stack: Pinecone, NextJS, OpenAI. AMA: ranking models, video engagement rates, or scaling recruiter bandwidth.