Lookalike Finder reconstructs a person’s public profile from the open web, extracts defining career traits, generates multiple neural-search queries, retrieves and de-duplicates candidates, and scores and ranks the closest career-DNA matches. It uses OpenRouter, Claude, and Exa to match people by career meaning rather than job-title keywords.
