From cloud-based copilots to autonomous research assistants, organizations across the region are moving quickly to bring agentic AI into everyday operations. As this shift accelerates, it is also exposing a familiar tension: the more capable these AI agents become, the more compute, cost, and data they require, straining the cloud-first models many organizations built their AI strategies on.
In discussions with our customers across the region, including governments, banks, and educational institutions, one of the most pressing needs is for AI that performs reliably at scale without the unpredictable costs, latency, and data privacy concerns that come with sending every workload to the cloud.
This is where Desk Side Agentic AI is emerging as a practical alternative. Rather than relying solely on the cloud, organizations can now deploy intelligent AI agents on powerful local workstations, enabling them to reason, plan, and execute tasks autonomously while keeping sensitive business data on-premises. These agents go beyond simply responding to prompts; they can assist with research, accelerate software development, summarize and organize information, and function as capable private assistants, all under an organization's own control.
The shift is being driven by a simple reality: agentic AI consumes significantly more compute than traditional AI interactions. A typical chatbot exchange may use only a few hundred tokens, while a single AI agent can consume up to 15,000 tokens for one task, and complex multi-agent workflows can require anywhere from 200,000 to well over a million tokens. Goldman Sachs projects total AI token consumption will grow roughly 24x by 2030, and Stanford researchers have found that agentic coding tasks can consume nearly 1,000 times more tokens than conventional coding chat. As this usage scales across the enterprise, cloud-based pricing models can quickly become difficult to predict and manage.
It's clear that organizations that shift now toward local, on-premises AI processing (for the workloads that call for it) will be better positioned to scale AI confidently, without recurring per-token costs eating into the value it delivers. Running AI locally provides predictable infrastructure costs, keeps proprietary and regulated data securely within the enterprise and delivers consistently low-latency performance that isn't dependent on internet connectivity. Independent analyses show organizations can reduce AI operating costs by up to 87% over two years compared to relying solely on cloud APIs, making this an increasingly compelling business decision, not just a technical one.
Supporting this shift, Dell has launched its Dell Pro Max GB10, purpose-built for this new era of enterprise AI. Powered by NVIDIA NeMoClaw and NVIDIA Nemotron models, it enables organizations to deploy sophisticated agentic AI experiences directly at the desk, supporting research, coding, and secure private assistance while allowing organizations to retain complete ownership of their data and workflows. When larger frontier models are required, organizations can scale to the cloud only when necessary, keeping control over cost, performance, and data privacy at every stage.
Security is equally foundational to the platform. A BIOS-level sandbox powered by Dell Trusted Workspace and CrowdStrike helps protect AI workloads from the hardware upward, while the Dell AI Factory Foundation, trusted by more than 5,000 customers worldwide, helps organizations deploy AI solutions an average of one week faster without compromising governance.
As organizations across the region move from AI experimentation to enterprise-wide adoption, Desk Side Agentic AI offers a practical path forward. Organizations should work with knowledgeable and experienced channel partners like Condo Protego to evaluate, implement, and optimize solutions such as the Dell Pro Max GB10, enabling them to confidently deploy secure, high-performance agentic AI tailored to their operational and compliance requirements.
Condo Protego Editorial Team
Experts in security solutions and industry insights. Bringing you the latest trends and professional advice.