Why Anomaly Detection

Catch unusual behavior before it becomes a problem

Anomaly Detection learns how your systems typically behave, then flags deviations from those patterns—helping your teams get ahead of outages, misconfigurations, and performance degradations.

Surface anomalies instantly

Identify unexpected behavior across metrics without writing rules or thresholds—just enable and go.

Learn how it works
Powered by machine learning

Automatically models seasonality, patterns, and trends to establish expected behavior—and spot what’s not.

Explore agentic AIOps
Act before alerts fire

Anomalies often appear before a system hits a hard limit. LogicMonitor gives you time to fix issues before users feel the impact.

Learn how it's done

What you can do with Anomaly Detection

Smarter monitoring, powered by machine learning

Anomaly Detection helps your teams stay ahead of issues by automatically modeling what’s normal—and flagging what’s not—across all your monitored metrics.

Learn normal behavior
Detect anomalies
Forecast behavior
Visualize anomalies
Built into LM Envision

Let LM learn your environment

LogicMonitor continuously analyzes your metric history to understand baseline performance, detect trends, and account for seasonality.

  • Time-aware modeling Automatically accounts for daily, weekly, and seasonal usage patterns.
  • Metric-level learning Baselines are tailored for each metric’s unique behavior—no manual setup required.

Spot deviations in real time

When current behavior falls outside the expected range, Anomaly Detection flags it—helping you catch early signs of trouble.

  • Real-time outlier detection Surface anomalies across latency, utilization, error rates, and more.
  • Pre-alert visibility See issues before they breach thresholds or trigger alerts.

Know what’s likely to happen next

Predict trends with forward-looking models that help teams plan capacity, avoid bottlenecks, and optimize resource usage.

  • 7-day forecasting Visualize projected trends based on historical data.
  • Capacity planning insights Use forecasts to make smarter scaling and resource decisions.

See deviations clearly, in context

View anomaly bands and actual performance on the same graph—making it easy to spot when and where things drifted.

  • Interactive graphs Explore time windows with high-resolution visibility.
  • Overlay with alert history See how anomalies relate to triggered alerts and past incidents.

Embedded where you need it

Anomaly Detection is part of LogicMonitor’s core platform experience—no extra tools, scripts, or configuration needed.

  • No-code enablement Enable anomaly detection for any datapoint with just a few clicks.
  • Enhance any workflow Use anomalies to enrich dashboards, speed investigations, and improve alert triage.