Traditional campaign management relies on dashboards and delayed reporting cycles. Agentic AI introduces autonomous execution loops that recalibrate budgets, refresh creatives and rebalance audience segments in real time. Continuous signal processing reportedly stabilises ROAS volatility, improves CTR consistency and reduces frequency fatigue.