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The GenAI Panel at NORTH51 tackles the rapidly evolving intersection of geospatial data and artificial intelligence, exploring whether GeoAI is merely an adaptation of existing AI models or the emergence of a truly novel foundation. As AI transforms how we analyze and interpret location-based data, the question remains—are we innovating or repurposing? This discussion will challenge assumptions, highlight groundbreaking applications, and examine whether the most impactful GeoAI projects require entirely new models or if existing AI tools are enough to unlock the unseen potential of geospatial intelligence.