A narrative review identifies governance challenges in LLM-enabled GeoAI, including spatial privacy and inference risk, algorithmic bias, and uncertainty compounding. The review proposes a governance-aware architecture for LLM-enabled autonomous GIS and outlines a research agenda for empirical validation and spatially specific interpretability tools.