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Predictive InsightsDemand Forecasting
Prophet + XGBoost EnsembleLast Trained: Dec 13, 2025

Demand Forecasting

AI-powered demand predictions for resource planning

Horizon:
Level:
Include:
Order Volume Forecast (Next 14 Days)
Actual
Forecast
80% Confidence
95% Confidence

Key Events Impacting Forecast:

Dec 25: Christmas (Holiday)-35% volume
Dec 31: Year End Sale+45% volume
By Client
ClientForecastChange
Nexus Logistics2,340
+12%
RetailMax1,890
-5%
PharmaCare1,456
+8%
QuickCart1,234
+22%
Others2,080
+3%
By Day of Week
DayForecastConfidence
Mon920
80%
Tue980
82%
Wed1,050
88%
Thu1,120
90%
Fri1,200
95%
Sat650
72%
Sun420
65%
AI Resource Recommendations (Based on Forecast)
Workforce

Current Capacity: 48 workers/shift

Recommended for Peak (Dec 31): 62 workers/shift (+14)

Action: Schedule 14 temp workers for Dec 30-Jan 2

Inventory

8 SKUs need expedited replenishment before Dec 28

Total value to order: ₹34.5L

Staffing Recommendations
Pickers RequiredOptimal
18-22workers/shift

Based on forecasted 1,050 avg daily orders

Peak Day AlertDec 31

Consider 25-30 workers for Year End Sale (45% volume increase expected)

Forecast Accuracy (Last 30 Days)
MAPE:8.2%
Bias:+1.2%
Tracking Signal:0.8Good