Soil Health & Crop Recommender — Turning Tests and Weather into Next-Season Choices

Farmers don’t need a generic list of “best crops.” They need a defensible recommendation for their parcel, their soil, and their risk appetite, paired with an explanation that makes sense outside a lab. We framed the problem as a layered decision: agronomy rules for safety, machine learning for nuance, and market signals for timing and price risk. The output is not just a crop name; it’s a reasoned position with a short plan.