GeoAI, the convergence of artificial intelligence and geospatial data, is rapidly evolving to provide GEO 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 informati