Machine learning‑powered platform connecting developers, architects and planners with manufacturers' prefabrication capacities to assess and optimize prefabrication potential in real time, improving efficiency, scalability and sustainability. Parametric, supplier-agnostic assessments integrate with design and planning tools and include open-source components to enable collaboration and earlier market access for prefabrication suppliers.