In the fast-evolving landscape of Artificial Intelligence (AI) and machine learning, real-time applications demand cutting-edge solutions. Xilinx, now under AMD, aims to address this need with the Versal™ AI Edge Series. This series promises high-performance, low-latency AI inference for diverse applications, including automated driving, factory automation, and healthcare systems. The Vek280, a potent board from this series, showcases impressive performance but faces challenges due to its high production cost. This thesis delves into the development and potential impact of the VE2302, a more affordable and accessible alternative designed to strike a balance between superior performance and cost-effectiveness. The VE2302 targets industries where real-time AI applications play a crucial role, presenting opportunities for innovation and broader market reach.