Yield Prediction Models

Satellite + field data models forecasting harvest volumes.

Machine-learning models ingest SAR imagery, weather, and IoT sensor data to predict yields weeks ahead, informing input purchasing, crop insurance, and commodity hedging.

TRL

7/9Operational

Impact

5/5

Investment

4/5

Related Technologies

Hardware

Autonomous Field Robotics

Lightweight multi-agent robots for precision weeding, micro-fertigation, pollination, and autonomous harvesting.

Next-Gen Indoor Farming Rigs

High-efficiency LED stacks and vertical farm modules tuned to plant photobiology.

Advanced Fermentation Bioreactors

Plug-and-produce bioreactors for microbial proteins and continuous-flow fermentation.

Soil Health Sensors & Microbiome Monitors

In-situ probes providing real-time data on microbial diversity and soil carbon dynamics.

Plasma-Activated Water (PAW) Systems

On-demand nitrogen fertilizer production using atmospheric plasma discharge.

Envisioning is an emerging technology research institute and advisory.

2011 — 2026