AI at the Edge: Use Cases, Requirements, and Challenges

Edge computing supports a wide range of real-time use cases across diverse domains. However, the rapid emergence of Artificial Intelligence (AI) use cases such as smart aging and intelligent video surveillance is introducing complex requirements that existing edge architectures are not designed to handle. Addressing these requirements requires a comprehensive rethink of how edge infrastructure is delivered. This article highlights emerging AI use cases and outlines the architectural and operational requirements and challenges that must be addressed to enable the effective deployment of next-generation AI at the edge.