Launch of Punjab’s Agriculture Crop Maps

August 30, 2018

After two years of research and development, we are launching Punjab’s agriculture crop maps. These maps are generated automatically using machine learning on multi-spectral satellite imagery. Our system gives weekly data about the yield of 26 crops across Punjab at 10 meter resolution. Pakistan is the first country to build such a system. We are making our maps freely available (you can also contribute by installing our machine-learning algorithms on your computer). Visit