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Predict.ai

Agriculture & food

Agricultural commodity price forecasting

Forecast price ranges for crops, ingredients, feed, and agricultural inputs using supply, demand, weather, and market signals.

Sound familiar?

  • Input costs locked at the wrong moment in a moving market
  • Hedging decisions debated on opinion instead of distributions
  • Supply shocks reaching the P&L before the buying desk
Target: Commodity priceHorizon: 1–52 weeks

Commodity price

$ / tonne · Live forecast

Updated
$310$210HISTORYFORECASTApproved buy rangeExport surgeDaily or weekly1–52 weeks ahead
Median forecast with uncertainty band

Driver

Production estimates

Driver

Inventory

Driver

Weather

Forecast horizon

1–52 weeks

Refresh cadence

Daily or weekly

Built for

Commodity procurement · Trading

What you can predict

One forecast can answer several operational questions.

Evaluate probabilistic price forecasts from production estimates, inventories, weather, exports, currency, freight, futures curves, and seasonal demand.

01

Expected price range

02

Volatility

03

Basis and spread

04

Input-cost exposure

Questions teams need answered

  • What price range is likely over the buying window?
  • Which supply signal drives the outlook?
  • How much cost remains unhedged?
  • When is volatility likely to increase?

Data that can improve the forecast

Production estimatesInventoryWeatherExportsCurrencyFutures curve

Start with the history you already have. Add internal or external drivers only when backtesting shows that they improve the forecast on held-out periods.

What-if planning

Test a change before committing to it.

Compare a proposed change with the current baseline. See the expected direction, timing, range, and the assumptions behind the result.

Regional yield falls

Recalculate price and volatility distributions

Export demand increases

Compare inventory and price outcomes

Commodity price

$ / tonne · Scenario comparison

Updated

What if

Regional yield falls?

$310$210HISTORYFORECASTApproved buy rangeExport surgeDaily or weekly1–52 weeks ahead
BaselineYield shortfall

Driver

Production estimates

Driver

Inventory

Driver

Weather

From forecast to action

Keep the people making the decision in the loop.

01 · MONITOR

Forecast continuously

Refresh commodity price on a daily or weekly cadence as new data arrives.

02 · NOTIFY

Alert on meaningful changes

  • Price risk exceeds the approved range
  • A supply estimate materially changes the outlook

03 · DECIDE

Put the result to work

Procurement timingForward salesHedging analysisPricing

Build a commodity prices forecast with your data.

Start with sample data, connect your own history, or talk with us about your target, horizon, and production requirements.