Clicks, coupons, and last-touch conversions can create the illusion of performance while hiding whether customers actually intend to buy. This guide shows how to build a real-intent data layer using behavioral signals, competitive ad intelligence, revenue-linked scoring, and continuous validation to improve performance optimization.