An effective AI architectural visualization workflow does more than generate attractive images. It connects early concept exploration with architectural judgment, verified project information, controlled CGI production, technical review, stakeholder feedback, and presentation-ready delivery. For architects, developers, owners, contractors, and real estate teams, the objective is not to replace CGI with artificial intelligence. It is to use each technology where it provides th