Forecast Management

SJ
Sarah Johnson

🎯 AI-Powered Forecast Engine

Next forecast run: 2 hours • Active models: 8 • Confidence level: 96.8%

🤖 AI Forecast Recommendations

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Demand Spike Alert

AI predicts 45% increase in Electronics demand for Black Friday period. Recommend increasing safety stock by 30%.

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Seasonal Pattern Detected

Machine learning identified new seasonal pattern in Health category. Update forecast models for 15% better accuracy.

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Cross-Category Correlation

AI discovered correlation between Furniture and Electronics sales. Combined forecasting can improve accuracy by 8%.

Overall Accuracy
96.8%
+3.2% improvement
Active Forecasts
8,245
+425 new forecasts
AI Confidence
92.5%
High confidence
Pending Reviews
127
Needs attention

AI Forecast Visualization

Active Forecasts

SKU Product Name Category Forecast Period Predicted Demand AI Confidence Model Used Status Actions
SKU-001 Wireless Headphones Pro Electronics Next 30 days 3,200 units 98.5% LSTM + XGBoost Active
SKU-042 Smart Watch Series X Electronics Next 30 days 2,100 units 96.2% Prophet Active
SKU-123 Premium Coffee Maker Appliances Next 60 days 1,850 units 88.7% ARIMA Under Review
SKU-234 Ergonomic Office Chair Furniture Next 90 days 1,200 units 72.3% XGBoost Low Confidence
SKU-345 Protein Powder Vanilla Health Next 30 days 1,450 units 94.8% Ensemble Active