Public-search-only workflow

Alumni Referral Lead Finder

Enter a natural-language prompt, parse intent with AI, generate multiple search query variants, and rank likely profile URLs using evidence from public search snippets. No LinkedIn scraping, no private APIs, no automated messaging.

Safety note: inferred evidence is never treated as manually verified truth.