How we use it at Agentic Demand
Every ICP config carries a disqualifiers list. Known customers, competitors, prior lost deals, legal no-gos. The deterministic pre-filter hits this list before the LLM scorer, so no paid token is spent scoring an account that was always going to be rejected.