Dell Technologies is making its strongest case yet for pulling enterprise AI workloads out of the public cloud, claiming its new on-premises systems can slash agentic AI costs by as much as 87 percent.
Dell Technologies, in a significant expansion of its two-year partnership with Nvidia Corp., is escalating its charge into enterprise artificial intelligence by rolling out a host of new "Dell AI Factory with Nvidia" offerings. The initiative aims to provide a more affordable and secure alternative to public cloud services for developing and running next-generation agentic AI applications, which use autonomous agents to perform complex, multi-step tasks.
"The most efficient token is the one produced closest to the data, and most enterprise data isn't in the cloud," Jeff Clarke, Dell's chief operating officer, said in a statement. "Dell Deskside Agentic AI gives every workgroup a secure local environment to run agents, keep costs predictable and keep IP inside the building. What works at the desk scales to the data center."
The announcement at Dell Technologies World in Las Vegas includes over 160 updates since last year, bringing the total number of releases for the joint AI Factory to more than 320. The centerpiece is the Dell Deskside Agentic AI solution, a system that runs the Nvidia NemoClaw secure operations layer on local workstations. Dell claims this approach can achieve an 87 percent cost saving compared to public cloud spending for building, testing, and fine-tuning agentic AI, with a break-even point of just three months.
This strategy directly confronts the "sticker shock" many enterprises face from soaring cloud bills. Dell executives highlighted an internal case where a single developer consumed 1 billion tokens in 24 hours, resulting in a $3,400 cloud bill. By shifting these workloads to powerful on-premises workstations and servers, Dell and Nvidia argue that companies can gain control over unpredictable costs, enhance data security, and eliminate the latency constraints of cloud-only models.
An Ecosystem Beyond Nvidia
While the Nvidia partnership is central, Dell's strategy involves creating a broad "big tent" of collaborators to build a flexible, cohesive platform for the AI era. This ecosystem approach acknowledges that no single vendor can own the entire stack, from silicon to software.
Key alliances include a deepening relationship with Nutanix Inc., providing customers with hypervisor and performance options at scale, and continued work with Advanced Micro Devices Inc. Dell's PowerEdge servers will support AMD's Instinct MI350P PCIe GPUs, targeting enterprises that need predictable performance for continuous AI workloads. The partnership with Microsoft Corp. focuses on integrating Dell's PowerStore storage with Azure, while collaboration with Red Hat Inc. simplifies running containerized applications on-premises through the APEX Cloud Platform for Red Hat OpenShift.
"No single vendor owns the full stack — and the era of pretending otherwise has ended," noted John Furrier of theCUBE Research. "The new platform model is loosely coupled technically, commercially aligned through joint go-to-market motions and operationally unified at the customer experience layer."
Partners Report Triple-Digit Growth
The Dell-Nvidia strategy is already translating into significant channel sales. Future Tech Enterprise, a Dell Titanium partner, is experiencing triple-digit growth with Dell AI Factory solutions, according to CEO Bob Venero. He stated the AI boom is collapsing the company's timeline to reach $1 billion in revenue by half.
Similarly, Ahead, a Dell Titanium Black partner, recently closed a $100 million Dell-Nvidia deal that took two years and over 1,000 hours of presales investment to complete. The deal featured Dell servers, Nvidia GPUs, and Dell PowerScale storage. Solution providers like Advizex and World Wide Technology also report surging customer interest and a growing pipeline for on-premises AI solutions that they describe as more cost-effective and easier to deploy.
The new offerings, including the Dell-NVIDIA AI-Q 2.0 Reference Architecture and support for NVIDIA's OpenShell runtime across the entire AI Factory, are available now. This provides a consistent, secure framework for developers to build and scale AI agents from individual deskside systems to full data center deployments, a model Dell believes will define the next decade of enterprise IT.
This article is for informational purposes only and does not constitute investment advice.