As video analytics continue to evolve, the demand for greater computing power is growing. In many systems, CPUs are no longer sufficient when analysis involves multiple cameras or uses real-time deep learning models. In this article, we explain where CPU limitations arise, why GPU acceleration significantly boosts performance, and how to choose the right computing platform for AI vision systems.