As the industrial sector evolves from pure IIoT, which focused mainly on connecting assets, to AIoT where pervasive industrial intelligence is the key business driver. We are experiencing a compounding demand for edge technologies that work in concert with cloud workloads. Leveraging the edge to run AI models will provide uninterrupted real-time actionable response while the Cloud executes less critical tasks such as model training, retraining, and sustainment as well as monitoring. This combination will optimize uptimes while minimizing the risk of unseen issues.