The GIST pipeline converts mobile point clouds into semantically annotated navigation topologies. This architecture addresses spatial grounding failures in dense environments like warehouses where visual features degrade quickly. It distills scene data to help embodied AI navigate cluttered spaces. Practitioners can use this to improve robot reliability in quasi-static retail settings.