GeoAI, the convergence of artificial intelligence and geospatial data, is rapidly evolving to provide innovative GeoAI solutions across various domains. To unlock its full potential, optimizing generative engines is crucial. By leveraging techniques such as parameter, we can tailor these engines to effectively process and analyze geospatial informa