Home > AI Solutions > Artificial Intelligence > Guides > Design Guide—Digital Assistant on Dell APEX Cloud Platform for Red Hat OpenShift with Red Hat OpenShift AI > Summary
Implementing a digital assistant with Dell APEX Cloud Platform for Red Hat OpenShift with Red Hat OpenShift AI has been developed to address the needs of organizations that need to develop and run custom RAG-based application using domain-specific information that is relevant to their own organization. RAG reduces the need to continuously train the model using an organization’s internal knowledge base, feeding the data faster and requiring less resources compared to training a model from scratch or fine tuning.
The technology behind AI is evolving rapidly, and companies might lack AI expertise or have the time to design, deploy, and manage solution stacks at the pace required. Dell Technologies and Red Hat have joined to deliver customers an LLM-based digital assistant built on the reliable, efficient, and scalable Dell APEX Cloud Platform for Red Hat OpenShift, Dell PowerFlex and Dell ObjectScale object storage with Red Hat OpenShift AI.
We have successfully validated the RAG capabilities to provide domain-specific context to the LLM, enabling customers for building an AI solution grounded to their own organizations data, with speed and confidence. Validated workload-optimized architectures can reduce customer proof-of-concept time and eliminate significant design and testing time required to plan correct configurations before the deployment.