A GIS-data-driven solution that automatically generates unit-specific view renderings for condominium and mixed-use residential presales. Per-unit view images are essential marketing materials for major developers, yet traditionally a single set of visualizations took 2-4 weeks to produce — a primary cause of presale schedule delays.

Planby leverages Geographic Information System (GIS) data to reflect each unit's actual view direction, elevation, and surrounding building layout in the generated renderings. A custom-trained AI model also factors in time-of-day lighting conditions and seasonal landscape changes to mass-produce realistic view images.