# Monitoring and Anomaly Detection Tools

* _<mark style="color:purple;">**Real-time system performance monitoring:**</mark>_ The platform constantly monitors system health, providing real-time insights into performance metrics like resource usage, latency, and availability, ensuring operational efficiency.
* _<mark style="color:purple;">**Anomaly detection models:**</mark>_ <mark style="color:orange;">**CognifyAI**</mark> integrates advanced machine learning models, such as Isolation Forest and Autoencoders, to detect unusual patterns or behaviors in the system, allowing early identification of potential issues before they escalate.
* _<mark style="color:purple;">**Proactive alert systems:**</mark>_ The platform generates proactive alerts, notifying users of issues before they impact performance. Alerts are triggered based on anomaly detection, ensuring timely responses to problems.
* _<mark style="color:purple;">**Health dashboards with real-time visual insights:**</mark>_ <mark style="color:orange;">**CognifyAI**</mark> offers visually rich dashboards displaying system health metrics and performance trends, providing operators with clear and actionable insights in real-time.

