3D Scene Graph Langchain
Extending 3D scene processing for Facility Managers to solve complex compliance reasoning tasks.
Motivation
This initiative is slated as the final project from the team at Cirqular.ai. The primary aim was to extend our existing automatic 3D layout and scene processing capabilities into a new product specifically targeted for Building and Facility Managers.
The goal was to move beyond simple geometry and layout recovery to solve complex reasoning tasks within the built environment, specifically verifying adherence to selected compliance frameworks and regulations.
Vision
By integrating Large Language Models (LLMs) with structured 3D Scene Graphs, the system would allow facility managers to query their digital twins using natural language (e.g., “Show me all fire exits that are not compliant with width regulations”), bridging the gap between raw 3D data and actionable facility insights.