AI Engine

AI Anomaly Detection

Spot unusual behavior as it starts

AI Anomaly Detection is powered by the SoldierX built-in AI engine. It compares live measurements with the baseline for that device and that time.

When a value moves well outside its normal range, SoldierX AI NMS flags it and shows the baseline next to the actual value, so your team can see the problem and the evidence together.

anomalies.soldierx.internal • dist-sw-02
dist-sw-02 · Interface errorsTypical rangeCurrent
Mon 00:00Mon 12:00Tue 00:00Tue 12:00Now
Anomaly detectedMajor
Device
dist-sw-02 · 1/0/24
Metric
Input errors
Started
Today, 09:20
vs. normal
3.4× above typical
AcknowledgeView device

Watches What Matters

Detects unusual changes in device health, interface traffic, errors and discards, and optical power where the device reports it.

Clear, Explainable Findings

Every finding shows what is unusual, how far it is from normal and when it started.

Works With Your Alerts

Findings are raised through the normal alert system, so acknowledgement, resolution tracking, duplicate suppression and email notifications work as they do today.

Learns Before It Reports

A learning period is needed after installation to build baselines. Until then, the product shows that it is learning.

Beyond Fixed Thresholds

Catch What Fixed Thresholds Miss

A slow rise in interface errors
Traffic that is normal in volume but wrong for the time of day
Unusual changes in device health
Optical power drifting from normal, where reported

Explore the AI Engine

Complete the Picture

See how AI Link Inference fills gaps in your topology where devices do not report their neighbors.