Ad performance drops often go unnoticed until budgets are exhausted. A detect–diagnose–prescribe–forecast framework identifies issues early, explains root causes and recommends actions before losses compound. Brands using this loop reduce reaction time and improve forecast accuracy, making ad decisions proactive rather than corrective.