For any region of interest (ROI), the framework generates the UHII for the specified location, identifies the cause of the UHI (man-made or natural), provides a 12-month heat variation analysis, highlights seasonal variations, and offers an LLM-based UHI mitigation strategy recommendation to alleviate the controllable factors causing UHI.