The landscape of artificial intelligence evolves at an unprecedented pace, and edge computing has emerged as a critical component in this transformation. By integrating AI models directly on devices at the network's edge, organizations can achieve significant advantages. Edge AI solutions facilitate near real-time data processing, reducing latency