Harnessing multi-source sensor data (soil, weather, crop stress), satellite imagery, and historical yields, Klimani’s AI/LLM engine delivers hyper-local yield and price forecasts at county or ward-level resolution. Producers, co-ops, traders, and ministries gain week-to-week forecasts of volumes and quality, stress alerts tied to drought or disease, and strategic outlooks on market movements. These insights underpin improved aggregation and harvest logistics, robust hedging strategies, and reduced waste—enabling farmers and food companies to secure better contract terms, manage supply volatility, and respond swiftly to developing risks.