5 reasons every AI team needs a deskside agentic AI accelerator like the Dell Pro Max with GB10

The Dell Pro Max with GB10 is a compact deskside AI accelerator built for developers, data scientists, and researchers running agentic AI workloads. Powered by NVIDIA Grace Blackwell technology, it brings local, high-performance AI compute directly to the desk, helping enterprises cut token costs and accelerate agentic AI adoption without relying solely on the cloud.

TL;DR

• As AI workloads and agentic AI adoption grows, enterprises can accelerate agentic AI innovation with deskside AI workstations
• Local agentic orchestration helps shore up security and keeps a lid on runaway token consumption
• The Dell Pro Max with GB10 democratizes access to powerful, local AI compute, giving developers and researchers a cost-effective way to build and scale agentic AI
• Integration with the Dell AI Factory with NVIDIA gives users a direct pathway from deskside to data center infrastructure

The arrival of AI-powered devices represents a foundational change in how businesses approach AI adoption. With high-performance workstations, frontline staff now have access to AI capabilities directly from their desk.

There are a number of advantages to deskside AI, most notably in terms of convenience. With AI models and agents embedded directly within a workstation, employees across a range of business functions no longer need to rely solely on cloud-based solutions.

A host of technology providers are capitalizing on this trend in a bid to improve simplicity for customers, including Dell Technologies. New AI solutions, such as the Dell Pro Max with GB10 and GB300, represent the core of the company’s Deskside Agentic AI strategy, which is designed to equip customer workforces with powerful deskside AI capabilities.

The latter of these is a compact device designed specifically for entry-level AI experimentation, catered toward developers, data scientists, and researchers.

But what makes this such a powerful device for staff? Here are five reasons why the Dell Pro Max with GB10 is a key tool for your workforce.

1. Tackling AI costs

Rising AI costs have become a leading talking point in the technology industry over the past 18 months, with enterprises facing mounting bills due to token costs. This trend has come to the fore largely due to the sharpened focus on agentic AI adoption, which proves far costlier than traditional chatbot-based AI solutions.

Indeed, research from Signal65 shows that agents consume between four and fifteen times more tokens than chatbots. The result is that many organizations are battling surging token consumption, which in turn creates higher costs.

The Dell Pro Max with GB10, however, is designed specifically for enterprises conscious of growing token consumption rates. With a deskside AI accelerator, users are able to run agents locally on the device—which provides notable cost and efficiency benefits.

The ability to run agents on the device not only reduces strain on infrastructure, but also delivers lower costs compared to cloud-based API tokens, as these are often on a pay-per-token basis.

Analysis conducted by Signal65 found that enterprises can reduce token spend from between 28% to 90% compared to public cloud-based APIs.

This not only highlights the initial cost benefits of local agentic orchestration, but also enables enterprises to keep closer tabs on how tokens are consumed to prevent overspend.

2. Intelligent clustering

A key advantage of the Dell Pro Max with GB10 is that it can be used on a standalone basis, or also within a broader cluster of devices. Indeed, multiple GB10 systems can be connected to create virtual compute clusters, according to Dell.

The Dell Pro Max with GB10 can also be configured alongside Dell Pro Precision 9 Series desktop workstations, enabling users to scale capacity based on individual needs and tasks. This has a number of advantages, including the ability to offload tasks and workloads to reduce strain on the individual workstation.

3. Hybrid AI advances

Clustering capabilities with the Dell Pro Max with GB10 and Dell Pro Precision 9 Series desktop workstations also deliver scalability benefits, similar to hybrid cloud approaches.

Under this setup, users can experiment and tinker with sensitive or latency-critical workloads on a local basis, before uploading and scaling them within the cloud.

4. Local control and security

Because the Dell Pro Max with GB10 enables enterprises to run agents locally, it boasts notable security advantages. For example, local agent orchestration reduces the need to access the cloud, meaning they’re always running on the enterprise’s own infrastructure.

For organizations working in regulated industries, this offers marked benefits from a compliance perspective, allowing them to bolster privacy, security, and sovereignty capabilities. “This combination ensures Dell’s most secure commercial PCs provide a trusted and robust foundation for deploying long-running autonomous agents on local infrastructure,” Dell noted in press materials.

Elsewhere, the Dell Pro Max with GB10 gives users access to the NVIDIA NemoClaw and OpenShell software stack, which the company said also provides a “secure environment” to run agents.

5. Broader ecosystem gains

The Dell Pro Max with GB10 is designed specifically for integration within the broader Dell AI Factory architecture—and this has great potential in terms of consistent development pathways, according to Dell.

With access to NVIDIA tools such as NemoClaw, OpenShell, and the NVIDIA AI software stack, this provides users with a “consistent architecture and operations across environments through the Dell AI Factory.”

Put simply, teams are able to work in a familiar environment with direct access to Dell data center infrastructure. “This solution provides customers with a clear, deskside-first pathway to build, test, and scale agentic AI on infrastructure they own—purpose-built for today’s workloads and ready to evolve with future demands,” the company said in official materials.

If you think Dell's deskside AI workstations are the right fit for your business, find out more on the Dell website. US readers click here.