This research presents a novel AI-driven approach for architectural conceptualization that effectively merges physical and digital design domains. The effectiveness of the suggested framework was thoroughly assessed via a design competition that tasked participants with developing an innovative faculty gate design. The approach consists of a seven-stage framework: site analysis and do... https://www.jmannino.com/