Each module can be used independently. Together they cover the full cycle: simulate yield with WOFOST 8.1, derive an NPK plan in kg/ha, run nitrogen scenario simulations, and query the recommendation reasoning.
Estimate final grain yield for a selected crop and location using local soil, weather, and management information. The system provides an expected yield value together with an uncertainty range to support agronomic decision-making.
Derives N, P₂O₅ and K₂O doses (kg/ha) from the predicted yield gap and the crop's nutrient demand curve. Each dose is cross-referenced against regional anchor observations to bound the recommendation.
Run WOFOST 8.1 with EnKF across multiple N doses (kg/ha) and read the resulting TWSO curves and LAI trajectories side by side. Identify the dose where yield gain no longer justifies the input cost.
Ask questions about a recommendation in plain language. The agent returns the underlying indicators, the comparable reference points, and the prediction interval. No opaque outputs, full traceability.

Select a coordinate on the map, configure the crop and N management parameters, then run the WOFOST 8.1 simulation. Results appear below the map: a scenario comparison table with yield bars and a TWSO accumulation curve tracking growth day by day through the season.
Run yield predictions, derive nutrient doses in kg/ha, and compare nitrogen strategies using WOFOST 8.1 simulations. All from a single field point.