Demand Intelligence Platform Phase 1

LightGBM ML model active — 33.5% wMAPE avg (vs 39% Seasonal Naive baseline)

Client

Brand

Category

Sub-Category

View

Select a brand → category → subcategory and click Load Forecast.

Weekly Demand — Actual vs Forecast vs LY

TY Net Sales (= WSSI)

True Demand

SN Forecast

MA Forecast

LGBM Forecast

LY Net Sales

Model Accuracy (wMAPE %)

Week-by-Week Detail

Week Start	Week Code	Status	TY Net Sales ✓	True Demand	SN Forecast	SN Δ%	MA Forecast	MA Δ%	LGBM Forecast	LGBM Δ%	⭐ Production FC	Prod Δ% vs LY	Prod Δ% vs LY1	Model Used	LY Net Sales	LY1 Net Sales