Why the future of AI is on-premises - business advice from Dell Tech World 2026

Editor's take

Dell Technologies advocates for a hybrid infrastructure approach to AI development and deployment, emphasizing on-premises solutions to address escalating cloud costs, data sovereignty mandates, and the growing complexity of AI agents. This strategic pivot acknowledges the practical limitations and burgeoning security concerns associated with fully cloud-dependent AI strategies for many large organizations.

This emphasis on hybrid infrastructure is significant as it directly impacts how businesses will operationalize AI, particularly moving beyond experimentation to widespread adoption. Companies like Microsoft with Azure OpenAI and Amazon Web Services, while dominant cloud providers, must now contend with enterprise clients seeking greater control and cost predictability for their AI investments, echoing sentiments previously voiced by NVIDIA regarding the need for on-prem AI.

Future developments to monitor will include the actual uptake of these hybrid solutions and whether major cloud providers adapt their offerings to better integrate with on-premises hardware for AI workloads. The success of Dell's strategy hinges on demonstrating tangible cost savings and enhanced security for AI agents, which could redefine the competitive landscape for enterprise AI infrastructure beyond the current cloud-first paradigm.