Agriculture
Multi-region grower - yield forecasting
Limited week-by-week visibility into expected supply across multiple fields and crop varieties, leading to inefficient labor and logistics planning
Industry
Agriculture
Status
In production
The challenge
Limited week-by-week visibility into expected supply across multiple fields and crop varieties. Manual processes and static calendars missed inter-annual and in-season variability, leading to inefficient resource allocation, last-minute logistics changes, and labor scheduling that consistently missed the mark.
What we built
Weekly yield forecasts leveraging automated data pipelines, weather patterns, and agronomy-aware features. The solution delivers transparent, versioned reporting through an interactive planning dashboard with chat assistant, enabling data-driven decisions for labor and logistics optimization.
The impact
What changed
Prediction accuracy
normalized MAE comparable to field inspections
Data freshness
from field conditions to predictions
Reduction in planning cycle time