Technology/ Innovation: AI-based Weather Forecasts for Farmers
Actionable and timely weather forecasts are critical for farmer decision-making, particularly as climate change drives greater unpredictability. A delayed rainy season, for example, can wipe out weeks of labor and investment. Yet in many low and middle-income countries (LMICs), such forecasts remain out of reach–limited by the high costs and infrastructure demands of traditional forecasting systems. AIM for Scale is advancing its first Innovation Package—Weather Forecasts for Farmers—to provide millions of farmers with actionable forecasts. The package combines upstream and downstream investments to close critical gaps in weather services, leveraging breakthroughs in AI. Today, AI forecasting models rival or even surpass physics-based systems, producing high-resolution global forecasts within seconds on a laptop. This efficiency dramatically reduces costs and makes it possible to deliver reliable forecasts tailored to farmers’ needs.Through financing, partnerships, and knowledge exchange, AIM for Scale is working with governments to democratize access to cutting-edge AI forecasts in LMICs.
Overview of Technology/ Innovation:
AI-based Weather Forecasts for Farmers integrate artificial intelligence models into national meteorological and agricultural systems to generate timely and actionable forecasts. These forecasts are delivered through SMS, voice, extension agents, digital advisory platforms, or other means depending on the context. The innovation significantly reduces the cost and computing power required for high-resolution forecasting, enabling countries to produce reliable forecasts within seconds using modest infrastructure. Evidence suggests that disseminating such forecasts can generate more than $100 in farmer income for every $1 of investment, underscoring a high return on investment. The AIM for Scale approach prioritizes institutionalization. Rather than operating parallel systems, it strengthens national meteorological agencies, builds technical capacity, and either integrates with existing digital public infrastructure, including farmer registries and extension platforms, or works with governments to identify areas where digital public infrastructure needs to be strengthened. This supports long-term sustainability and government ownership. The innovation is well suited for scaling through ADB projects. In particular, ADB financing can support AI model deployment, capacity building, advisory delivery systems, and regional knowledge exchange, offering a cost-effective pathway to strengthen food system resilience at scale across Asia and the Pacific.
Website: aimforscale.org
Country: UAE