UC-223
Material-Margin Engine (Copper & Steel)
Forecasts copper and steel prices to delivery, prices should-cost per panel and recommends the margin floor and buy timing.
16Build Duration
6-12xIndicative ROI
The Challenge
Copper and CRGO steel are 30-40% of a panel's BOM and fixed-price tenders absorb every swing, cutting LV margins ~4 points against a thin 10-15%. Buy timing is reactive and bids are never stress-tested.
How It Works
- Ingests supplier price history, per-panel BOM material content and a live LME feed.
- ML price forecasting feeds a should-cost model and margin/hedge optimiser.
- Returns margin floors, buy-timing windows and scenario prices before submission.
What It Removes
- Reactive copper buy timing
- Unpriced should-cost blind spots
- Un-stress-tested fixed-price bids
Input Data RequirementsSupplier price history, BOM material content per panel, LME/metals price feed, bid margins and outcomes
Output FormatCopper/steel price forecast, per-panel should-cost, margin floor, buy-timing window, scenario bid prices
“This shows the true cost, the safe margin and when to buy the metal - so price moves stop eating your profit.”