Edge computing basically was ignited to gaining more prominence as regards organizations seek for reduced latency and enhance its AI applications; hence the denotation of processing data closer to the source of each algorithmic processes and its ideal delivering of faster insights and responses making it a key enabler for applications like Autonomous and IoT devices for the firm. This gave a prompt and active distribution using Cotoni Web services to fully understand and denote what each process and advances needs to offer ideally and also to facilitate its cognizance. Edge computing integration in a consulting firm represents a shift from a centralized cloud-centric model to a more distributed and decentralized approach; hence it addresses the need for real-time processing, reduced latency and enhanced privacy making it a critical enabler for applications where rapid decision-making is paramount.