The presentation provides details on a case study of how a predictive profile generator was developed to automatically convert non‑conformance data into real‑time indicative Process capability heatmaps. This provided immediate visibility into Process weaknesses, emerging degradation trends, and targeted improvement opportunities. By embedding predictive analytics directly into operational quality data, the solution enabled early detection of process risk and timely corrective action, preventing isolated non‑conformances from escalating into systemic process failures.