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AI Forecast Duel

Run a forecasting policy against live demand that carries trend, season and the occasional anomaly. Capture the structure, keep smoothing moderate, and don’t let one spike whip your forecast. Pick a method, tune the sliders, then press Run (or Step for one round at a time) and beat Par over 20 rounds.

Round 0 / 20
Demand vs forecast

Decision-Logic Coach

Round-by-round

Scoreboard & export

Par is the default-policy score. Tune the controls to beat it, export your run, or save a leaderboard best.
You (cum.)
0
Par (default)
0
Delta
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Debrief

About this game

AI Forecast Duel - structure vs noise

The concept

Demand carries a trend and a repeating seasonal shape, plus random noise and rare one-off anomalies. A good forecast tracks the structure without over-reacting to a single strange period.

How it works

Each round the engine draws real demand and your policy forecasts it from the smoothed level and trend. Error (MAPE) and service level are scored against holding cost from your safety stock.

Winning strategy

Model trend and season, keep α moderate so anomalies don’t whip the level, and hold only as much safety stock as service needs.

Fₜ = α·Dₜ₋₁ + (1−α)·(Lₜ₋₁+Tₜ) ; MAPE = mean(|D−F|/D)
Exponential smoothingHolt-WintersTrend & seasonalityMAPESafety stockBullwhip