AI-assisted discovery is forming alongside paid search, not replacing it today, but growing. When a homeowner asks an AI assistant for a water heater contractor, the response is synthesized from public signals, review consistency, permit activity, service-level performance, business identity stability, not bid price. This channel rewards documented performance over auction participation.