This talk discusses how Matterport leveraged semantic understanding, Gen AI, their giant dataset of digital twins, and Deeplake to automate the removal of all furniture from their customers' scans.Both the methodology adopted in developing the Gen AI defurnishing capability, as well as the Deeplake-based infrastructure developed to support the large-scale R&D effort are detailed and examples of results are presented.