Generative AI is revolutionizing engineering design practices by enabling rapid prototyping and manipulation of designs.This study proposes a zero-shot framework that enforces physical and functional requirements in the generation process of design images.The case study focuses on generating rotational symmetric wheel designs in the automotive industry.The proposed approach outperforms existing methods in terms of realism and adherence to physical and functional requirements.