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Sparse Sentinel Packaging Line Monitoring

Download sample results (JSON) — sample public results for integrations or offline review.

What Sentinel does

Earlier warning on packaging lines

Sentinel learns normal machine behaviour, detects deviation early, predicts likely events, and shows clear warnings on the UI before conventional alarms escalate.

Works across controller, motion, pneumatic, inspection, and quality signals. Links earlier warning to downtime, rejects, waste, and carbon impact.

Learn normal. Detect deviation early. Predict likely events. Show clear warnings on the UI.

Detection Results

Fault lead times

Lead times shown are demo scenario outputs and will vary by line, signal quality, and fault mode.

Comparison

Threshold vs Sentinel

FaultThreshold (h)Sentinel (h)Lead
Trajectory

Fault trajectory health