Home > AI Solutions > Artificial Intelligence > White Papers > Digital Assistant with Red Hat OpenShift AI on Dell APEX Cloud Platform for Red Hat OpenShift > Scalable architecture
AI applications must scale to handle large datasets and accommodate an increase in user loads. Achieving scalability becomes challenging when the architecture lacks a clear separation between control, compute, block, and object storage nodes. This design limitation hinders the system's ability to adapt to varying workload and storage requirements.