This research presents a system that converts simple sketches into realistic 2D images and 3D models, making 3D content creation more accessible. It is a single input single output model. Users submit sketches via a web interface, which are pre-processed through cleaning, normalization, and augmentation. A two-stage model first generates 2D images and then produces 3D outputs such as meshes or point clouds. A cloud-based architecture with microservices supports pre-processing, inference, storage, and interactive visualization. The system uses data sets such as SketchyCOCO, ShapeNet, TU-Berlin, and custom sketches to improve realism and generalization. The results are displayed on a real-time dashboard for inspection, manipulation, and export, providing a robust tool to bridge 2D ideas with 3D representations.