Intelligence · Anomaly

Anomaly Detection

Always-on monitors · Z-score + ML classification

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Active anomalies

2 critical

Detection latency

< 15m

Real-time stream

False positive rate

2.1%

Below 5% target

Auto-resolved (7d)

72% resolution rate

Anomaly signal

Z-score over time · all channels

Z-score ±2.5σ threshold

Active alerts

Sales spike
South · Bengaluru
+318%
14m ago
Stock break
North · Delhi WH-2
0 units
1h ago
Returns surge
West · Mumbai
+47%
3h ago
Demand drop
East · Kolkata
-22%
6h ago
Lead time slip
Central · Nagpur
+2.1d
yesterday

Anomaly · A-1041

Stock break

North · Delhi WH-2

critical

Deviation

0 units

Detected

1h ago

Confidence

0.94

Affected units

~2,400

AI root-cause analysis

The stock break in North · Delhi WH-2 is likely driven by a combination of seasonal demand acceleration and a 3-day supplier lead-time slip. Historical patterns suggest a 0 units deviation is expected to persist for 4–6 days without intervention. Recommend immediate reorder trigger.

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