Dell launches local Agentic AI systems with NVIDIA to slash cloud costs by 87%

Reviewed byNidhi Govil

5 Sources

Share

Dell Technologies unveiled Dell Deskside Agentic AI at Dell Technologies World 2026, partnering with NVIDIA to help enterprises deploy AI agents locally rather than in the cloud. The solution promises 87% cost savings over two years and addresses mounting concerns about token consumption, with one Dell developer burning through 1 billion tokens in 24 hours for a $3,400 cloud bill.

Dell Tackles Enterprise AI Execution Problem with Local Infrastructure

Dell Technologies kicked off Dell Technologies World 2026 by unveiling a comprehensive expansion of its Dell AI Factory with Nvidia initiative, now serving more than 5,000 customers globally

1

. The centerpiece announcement introduces Dell Deskside Agentic AI, a solution designed to shift enterprise AI agents from cloud-based deployments to local infrastructure, addressing what executives describe as an AI execution problem rather than an ambition gap. Sam Grocott, senior vice president of product marketing at Dell Technologies, emphasized that enterprises increasingly struggle with data management, energy consumption, data sovereignty concerns, and escalating cloud costs as AI workloads expand

1

.

Source: CRN

Source: CRN

Deskside-to-Data Center Strategy Delivers Dramatic Cost Reductions

The Dell Deskside Agentic AI platform combines Dell high-performance workstations, NVIDIA NemoClaw software stack, and Dell Services to enable on-premise execution of autonomous AI agents

2

. Unlike conventional chatbots, agentic AI systems autonomously execute multi-step workflows and continuously consume inference tokens, creating potentially enormous cloud bills. Jon Siegal, senior vice president of Dell's client solutions group, revealed a striking example: "We had a single developer burn through 1 billion tokens in 24 hours. That was a $3,400 cloud bill"

1

. Dell claims the deskside-to-data center strategy enables organizations to achieve cost reductions of up to 87% compared with public cloud spend over a two-year period, with break-even occurring in as little as three months .

Integrated AI Infrastructure Spans Multiple Hardware Configurations

The solution supports AI models ranging from 30 billion to 1 trillion parameters through three distinct workstation configurations

2

. Dell Pro Max with GB10 handles models up to 200 billion parameters for smaller-scale agent prototyping, while Dell Pro Precision 9 workstation towers equipped with Intel Xeon 600 processors and up to five NVIDIA RTX PRO Blackwell Workstation Edition GPUs support models up to 500 billion parameters for high-performance AI workloads

5

. The flagship Dell Pro Max with GB300, powered by NVIDIA Grace Blackwell technology, enables frontier-scale inference deployments handling models up to 1 trillion parameters

2

.

Source: CRN

Source: CRN

NVIDIA OpenShell and AI-Q 2.0 Enable Secure Local AI Agents

Dell integrated NVIDIA OpenShell across the entire Dell AI Factory portfolio, providing what Siegal described as "a secure sandbox for running, building, testing and fine-tuning agents" locally

1

. OpenShell functions as a sandboxed runtime environment for AI agents, allowing enterprises to build, deploy, monitor, and govern autonomous systems with security and data privacy controls across both workstations and data center infrastructure

2

. Dell also introduced support for NVIDIA AI-Q 2.0, positioned as a reference architecture for deploying multi-agent workflows across enterprise environments, particularly targeting regulated industries including financial services, manufacturing, and the public sector where stricter operational controls are required

2

.

Dell AI Data Platform and PowerRack Address Enterprise AI Adoption Challenges

Beyond local agentic AI systems, Dell announced updates to its Dell AI Data Platform intended to help enterprises prepare and manage data for AI applications

1

. Varun Chhabra, senior vice president of infrastructure and telecom marketing, identified data fragmentation as a hidden bottleneck preventing AI adoption at scale. Enhanced orchestration and search capabilities can now index billions of unstructured files and accelerate vector indexing up to 12-fold, while GPU-accelerated SQL analytics developed with NVIDIA and Starburst Data promise up to six times faster query performance on NVIDIA Blackwell graphics processors

1

. Dell also unveiled PowerRack, a turnkey rack-scale solution integrating computing, networking, storage, cooling and management into pre-engineered units, alongside support for Nvidia Omniverse for digital twins and physical AI workflows

1

.

Source: SiliconANGLE

Source: SiliconANGLE

Hybrid AI Strategy Emphasizes Right Place, Right Model Approach

Dell executives framed the announcements within a broader hybrid AI vision that challenges the assumption of cloud-first AI deployment. Grocott stated that "the historic easy button of just running it all in the cloud is not going to last as we go forward in terms of cost, economics, security, sovereignty"

4

. The company advocates for a "right place, right model, right tier" approach, helping customers determine whether AI workloads should run on-premises, at the edge, or in the public cloud based on data sovereignty, security, performance, and cost considerations

4

. The Dell-NVIDIA partnership, just over two years old, has already produced more CAD 320 releases, with 160 landing since last year's Dell Technologies World—roughly one meaningful update every two days

3

. Dell partners are experiencing triple-digit sales growth, with Future Tech Enterprise CEO Bob Venero reporting that enterprise AI demand could collapse the company's timeline to reach CAD 1 billion in revenue by half

3

.

Today's Top Stories

TheOutpost.ai

Don’t drown in AI news. We cut through the noise - filtering, ranking and summarizing the most important AI news, breakthroughs and research daily. Spend less time searching for the latest in AI and get straight to action.

Instagram logo
LinkedIn logo
Youtube logo
© 2026 TheOutpost.AI All rights reserved