AI-driven media buying is becoming increasingly autonomous, making it harder for marketers to understand why platforms make certain bidding, placement, and creative decisions. This guide shows how competitive ad intelligence can act as an external audit layer, helping teams benchmark AI decisions, detect market shifts, and build smarter guardrails for automated media buying.