The Detect-Diagnose-Prescribe-Forecast framework enhances ad performance by first identifying anomalies (Detect), understanding root causes (Diagnose), suggesting actions (Prescribe), and simulating outcomes (Forecast). This cycle shifts advertising from reaction to anticipation, enabling faster optimisation, better budget allocation and stronger ROI across campaigns.