The GIST pipeline converts mobile point clouds into semantically annotated navigation topologies. It solves spatial grounding failures in dense areas like warehouses where visual features quickly become stale. This architecture distills scene information to help Vision-Language Models navigate cluttered spaces. Practitioners can now improve embodied AI reliability in quasi-static retail or hospital settings.