Non-commercial design study exploring the use of AI in early-stage visual development. The project starts from a hand-drawn sketch, which serves as the creative foundation. AI tools were then used to quickly generate images and motion content, enabling fast exploration of form, surfaces, proportions, and atmosphere. AI is used here as a visual exploration tool, not as a replacement for creative direction. The designer remains responsible for intent, selection, and refinement throughout the process. This approach allows multiple design scenarios to be tested in significantly less time compared to traditional workflows, shifting the focus from execution to decision-making. The rally-inspired vehicle is used purely as a conceptual test case. This project is independent, non-commercial, and not affiliated with any brand or company.