AI-powered B2B lead intelligence CRM for the Finnish market. Claude learns an ideal customer profile from your existing clients, translates it into Apollo.io search filters, and scores every prospect against an explicit rubric — each lead saved with fit signals, concerns, and a suggested outreach angle. Apollo-first search with Finland’s open YTJ registry as fallback.
Project Architecture
Teach it by example — your best clients in

One click — Claude generates the ICP

Leads ranked by fit — signals, concerns, outreach angle

Scoring is not vibes-based: Claude applies an explicit point rubric derived from the user’s own ICP, and the server defensively parses, clamps, and re-validates every response before it reaches the database. A two-model cost split runs the constrained ICP-to-filter translation on Haiku and the judgment-heavy scoring on Sonnet. All external calls live in Supabase Edge Functions behind row-level security — the browser never touches a third-party API or key.