A multi-tier infrastructure to address the management of AI-based workloads in a hybrid cloud edge manufacturing environment. i4QAI integrates a policy-based distribution mechanism for smart manufacturing environments scalability. The i4QAI AI model distribution isd coordinated with the workload distribution mechanism to ensure that the right set of AI models is made available.