HHD Real Estate AI Brief

Compass Likely-to-Sell recommendation tool reached nine figures in annual gross commission revenue.

A second Compass AI product — a Time-on-Market pricing tool — was correctly shelved despite appearing equally promising.

Paper argues simple ROI estimates cannot distinguish between the two; proposes expected ROI (eROI) as the alternative framework.

GFLAN takes only an exterior boundary, front-door location, and room count as inputs.

Stage A places room centroids via convolutional heatmaps; Stage B regresses room boundaries using a Transformer-augmented graph neural network (GNN).

Single-sample inference runs 1.71× faster than WallPlan on an NVIDIA A100 GPU.

Gas Turbine Intelligent Controller (GTIC) deployed across 14 turbine units at the Jebel Ali Power and Desalination Complex.

Capital expenditure (CAPEX) savings reach AED38.95m; annual operating expenditure (OPEX) savings reach AED8.72m.

System reduces carbon emissions by 28,530 tonnes and nitrogen oxides (NOx) by 22.9 tonnes annually.