Patent-pending geospatial land-parcel system spanning 34M parcels and 15M parties.

• —Proxy Farms — identified an internal ML algorithm and saw how to repurpose it to canonicalize 34M raw parcels into 1.2M queryable farm polygons in under 2 seconds. The approach was a platform breakthrough and I was named on the resulting patent.
• —Selected alongside the CTO and senior leadership to demo the first cross-sector ag-data integration of its kind — tracing the full grain flow from weather and farm/land data through downstream terminals to biofuel blending at the rack — to ADM, Louis Dreyfus Company, and Cargill.
• —Built an ag-data semantic API and spatial RAG system giving AI agents direct access to the platform — enabling use cases like recommending farmers to grain originators, while eliminating the constant churn of bespoke REST endpoints for near-identical queries.