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