In high-data, high-stakes environments such as military operations, traditional mapping systems are no longer enough. Teams operating in dynamic conditions need to understand what has changed in their environment without downloading massive geospatial datasets. They also need to search and interpret visual information without relying on manual tagging, labels, or text-based queries. That is why we built an AI system that does both. Differential mapping  to detect environmenta