Preemptive identification of product defects, Automating analysis for rapid problem-solving, Reducing warranty and service expenses, Improving product quality before customer impact, Streamlining cross-functional team communication, Measuring return on investment from issue resolution efforts, Optimizing manufacturing processes through early warning systems, Enhancing customer satisfaction by minimizing downtime, Real-time monitoring of complex systems (e.g., medical devices, vehicles), Predictive maintenance in industrial settings, Fraud detection and prevention in financial systems, Anomaly detection in supply chains to improve efficiency