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Demand Forecasting Agent

## Time-Series Forecasting Engine Applies Holt-Winters Triple Exponential Smoothing with hour-of-day, day-of-week, and seasonal pattern decomposition. Generates predictions with confidence intervals (lower/upper bounds), identifies seasonal patterns (Morning Peak, Evening Surge, Weekend Dip, Monday Spike), detects anomalies with suggested actions, and maintains model metadata including accuracy metrics (MAPE 7.

Agent ID
DemandForecastingAgent
Sector Customer Experience Services / GigCX (Gig Customer Experience)
Status
Operational

Problem Statement

The challenge addressed

## Future Volume Prediction Predicts call/contact volumes across configurable forecast horizons to enable proactive staffing decisions rather than reactive scrambling.

Core Logic

How the agent solves it

## Time-Series Forecasting Engine Applies Holt-Winters Triple Exponential Smoothing with hour-of-day, day-of-week, and seasonal pattern decomposition. Generates predictions with confidence intervals...

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