New Relic Applied Intelligence (AIOps) helps diagnose issues faster by eliminating noise from alerts and providing actionable insights. It correlates related alerts into one issue using machine learning and user-generated decisions, allowing for prioritization and focus on critical issues. By creating and fine-tuning decisions, users can tailor the correlation logic to their system, reducing unnecessary alerts and improving incident response processes. The AIOps platform provides real-time feedback, enabling users to refine their decision-making and achieve faster mean time to resolution (MTTR). With features like flapping detection and suppression, users can reduce alert fatigue and improve overall system performance. By leveraging machine-based decisions and user-generated suggestions, New Relic AI helps organizations optimize their incident response processes and gain greater visibility into their systems.