An application for land-use modeling entails crafting a new algorithm specialized in identifying and categorizing local Sarawak plant species such as oil palm, banana, corn, pineapple, coconut, and tapioca, aligning with the growing need for large-scale spatial monitoring in Malaysia. Additionally, considering the expanding aquaculture industry in Sarawak, the application extends its analysis services to encompass land and water management, including plantation irrigation, as well as the detection of deforestation and logging activities.