Tree planting has the potential to address a wide range of environmental and economic challenges. However, planting initiatives can also do more harm than good. Characteristics such as land tenure and land use before conversion to tree plantation are key to assessing the potential risks and benefits of tree planting initiatives. Here, we present a new remote sensing technique to distinguish tree plantations from natural forests, measure plantation expansion, and specify pre-conversion land use.