GeoMapper is an intelligent geospatial system that fuses linguistic, visual, and spatial data to extract and map insights from multilingual, unstructured information such as social media text, news, satellite imagery, and crowdsourced visuals. Powered by LLM-based spatial reasoning, it can identify locations, infer relationships, and create meaningful maps even from incomplete data. Key applications include personalized travel planning with dynamic itinerary adjustments, and real-time disaster mapping for situational awareness and resource planning.