As technology advances rapidly, the paradigm of centralized computing is facing a compelling alternative: Edge AI. This transformative approach distributes intelligence to the very edge of the website network, where data is generated and consumed. By deploying AI models directly on devices such as smartphones, sensors, and industrial robots, Edge A