Artificial Intelligence and Cloud Computing are having mutual associations with each other in order to provide effective services. Edge computing is an extended version of cloud computing that is applied for enhancing the cloud environment’s data computing and storage. Edge computing based environment will reduce latency and improve the performance of applications. For sensitive data exchange, edge computing is more appropriate than traditional cloud computing techniques. While working with big data like a large scaled data environment there are several challenges regarding latency, security, connectivity and privacy. While integrating the services of AI with edge computing will ensure secure and optimal threat intelligence architecture. This research work utilizes the salient features of AI and Edge computing in a combined manner.