This project investigates contemporary AI-based workflows for constructing synthetic architectural representations. Using Stable Diffusion with ControlNet, LoRA fine-tuning, and emerging image models such as Flux, Nano Banana, and Qwen, the work translates simple Rhino massing models into layered, controlled generative renders.