⌘ K

Anomaly Detection

AI watches sensor signals 24/7 · alerts on patterns that precede failures
Detected (24h)
14
3 high severity
Predicted failures avoided
2
Last 30 days
False positive rate
8.2%
2.1%
Target ≤ 10%
Avg lead time
4.2h
Before incident
Model accuracy
91%
0.4%
v2.4 · 12 May

Detected anomalies (24h)

5 entries
10:14HIGH
Welder 07
Current draw
0.92
score
Hydraulic seal degrading
09:48MED
Press 01
Cycle time
0.78
score
Tool wear approaching limit
09:22MED
Welder 04
Vibration
0.71
score
Bearing wear, normal aging
08:51LOW
Robot 03
Position error
0.64
score
Calibration drift
08:14LOW
Welder 07
Current draw
0.58
score
Same pattern as #1 (early)

Pattern visualization

#1 · Welder 07
ANOMALY DETECTED201510— Expected pattern ━ Actual signal
Model prediction
Hydraulic seal degrading
Current draw oscillation pattern matched 4 historical hydraulic seal failures. Predicted time-to-failure: 4-12h if not addressed.