A TRIZ-inspired text-to-CAD framework uses large language models to generate creative, editable 3D CAD models by integrating inventive principles from patent data. In a chair design case study, it achieved 4.0-14.7% mass reduction while preserving structural integrity through principles like segmentation and composite materials.