Demand Forecaster Agent

WHAT IT DOES

Forecasts demand at the individual SKU level using: historical sales (baseline), seasonality patterns (automatic detection — daily, weekly, monthly, yearly cycles), promotions calendar (planned discounts, campaigns, flash sales), external signals (weather for seasonal products, events calendar for relevant categories, Google Trends for demand surges), and cross-SKU relationships (substitution and complementary effects). Generates: reorder point recommendations, safety stock levels by service level target, inventory health reports (days of stock, overstock risk, stockout risk). Flags SKUs approaching stockout 14 days before it happens.

WORKFLOW

1. Ingest sales history per SKU
2. Detect seasonality patterns
3. Map promotions calendar
4. Incorporate external signals
5. Model cross-SKU effects
6. Forecast demand (7/14/30/90 day horizons)
7. Calculate safety stock by service level
8. Generate reorder recommendations
9. Flag stockout/overstock risks
10. Daily inventory health report

SKILLS

INTEGRATIONS