To ensure sustainable food production systems it is crucial to adopt resilient agricultural practices that boost productivity and income. Therefore. this study integrated geospatial methodologies with GIS-based AHP algorithms to identify potential cocoa production areas in the Sunyani Municipality. Despite the fact that some review studies addressed land suitability. https://parisnaturalfoodes.shop/product-category/elderberry-cocktail/