Punjab is preparing to deploy artificial intelligence across its agricultural ecosystem in a bid to improve productivity, sustainability, and farmer incomes. The initiative focuses on using data-driven tools to support crop planning, pest management, irrigation efficiency, and yield forecasting. By combining satellite imagery, weather data, and machine learning models, policymakers aim to reduce input costs and mitigate climate-related risks. The move reflects a broader shift toward technology-led farming as traditional practices struggle with rising costs and unpredictable weather.