AgAID: AI Institute for Transforming Agricultural Workforce and Decision Support
The AgAID Institute was established in 2021 with the goal of advancing AI for specialty crop agriculture. The U.S. specialty crop industry is a multi-billion-dollar industry, with the West Coast contributing to well over 300 of these crops. Most of them are high-value perennial crops (for example, tree fruits, grapes, berries, nuts) that are grown on irrigated lands and are labor-intensive (employing more than 80% of the agricultural workforce). Consequently, AgAID develops AI tools for farm-scale decision support, water-allocation and management decisions, and labor automation.
Farm operations intelligence. Crop managers often face uncertainty about crop biological state, localized weather, and how crops will respond to interventions. Applying standard AI techniques presents challenges, as the datasets for specialty crops are typically small and sparse, and field sensors can be noisy, broken, or unevenly distributed. To address these issues, AgAID is developing AI prediction tools integrated with AgWeatherNet, a Web-based platform used by more than 350 growers for accessing local weather and crop-specific predictions.
Labor intelligence. Agricultural labor shortages and their associated costs are often cited as the top concern for labor-intensive U.S. specialty crop farmers, and with uncertainties around the labor market coupled with the impacts of frequent extreme weather events, the risks of losing crops are growing significantly.
Water intelligence. Agriculture accounts for approximately 90% of consumptive water use in the U.S., and with the continuous depletion of reserves alongside long-term climatic shifts, water has become one of the most important agricultural resources to optimize.
