Supply Chain: Demand Sensing with External Signals

Create a demand-sensing plan using POS, weather, promos (privacy-safe). Deliver: feature map, lag tests, backtest protocol, and guardrails. KPIs: MAPE ↓, bias ↓, alert precision ↑. Output: weekly cadence with S&OP, dashboard, exception playbook.