AI Agents Meet Enterprise Reality

Key takeaways: DataRobot and Dell AI Factory with NVIDIA enable enterprises to deploy production-ready AI agents with built-in governance and enterprise-grade infrastructure. Organizations can move from pilot to production in days rather than months using pre-validated designs that eliminate integration complexity. Success with agentic AI requires treating governance as a foundational capability rather than an afterthought.

You already know what AI agents can accomplish, but moving from proof-of-concept demos to production-ready agent workforces takes more than advanced algorithms. It requires infrastructure you can trust, govern and scale without compromise.

The gap between AI ambition and reality often creates a frustrating pattern: promising pilots that never make it to production. You might spend months navigating complicated vendor contracts for disparate AI components, only to face unpredictable cloud and compute costs while wrestling with legacy governance frameworks that weren’t built for autonomous agents. This often leads to infrastructure bottlenecks that slow down even the boldest AI initiatives.

DataRobot Agent Workforce Platform, co-engineered with NVIDIA, combined with Dell AI Factory with NVIDIA, offers a proven alternative with pre-validated solutions that cut out months of integration work. You can deploy the full stack, including AI infrastructure, AI software and the DataRobot Agent Workforce Platform, using configurations that are tested to work seamlessly together. This platform allows you to deploy agents across on-premises, air-gapped and hybrid environments while maintaining full control and governance. Plus, you will have Dell Professional Services to guide you every step of the way.

The infrastructure challenge behind every stalled AI project

Enterprise AI deployments often fail for predictable reasons. You might find yourself piecing together 50+ tools, hoping they will work smoothly together, cloud costs can spiral as workloads grow and governance is an afterthought instead of a core capability.

These challenges only intensify when you deploy AI agents. Unlike traditional AI models that simply process data, agents act. They interact with systems, call tools, make decisions and operate with varying levels of autonomy. This requires infrastructure designed for efficient inference runtime, real-time governance and enterprise-grade security.

Enterprises succeeding with agentic AI take a different approach. They focus on validated, full-stack solutions instead of patchwork systems. They demand the choice and control to run AI where their data lives, whether on-premises, hybrid, sovereign or air-gapped, without forced refactoring or the variability of data placement in public cloud. Most importantly, they build governance into their AI systems from the start to manage multiple agentic AI systems operating autonomously at machine speed.

Building your agent workforce on proven infrastructure

With DataRobot and Dell AI Factory with NVIDIA, you get the foundation you need for production-ready agentic AI that remains under your complete control on-premises. This solution features a fully validated stack designed specifically for demanding AI workloads with enterprise-level governance.

Dell AI Factory with NVIDIA features Dell PowerEdge servers with NVIDIA Blackwell GPUs. These deliver the accelerated compute agentic workloads demand, with efficiency and scalability. NVIDIA NIM microservices enhance inference capabilities, NVIDIA NeMo Guardrails ensure agents operate safely within defined parameters and NVIDIA Run:ai improves GPU utilization through intelligent workload orchestration.

Dell PowerScale provides the enterprise-class storage you need to handle the massive datasets your AI agents rely on. It offers scalability and performance to store, analyze and retrieve data efficiently, so your agents have uninterrupted access to the information they need. With Dell PowerSwitch, you get high-speed, low-latency networking to ensure seamless data flow across your infrastructure.

Layering the DataRobot Agent Workforce Platform, co-engineered with NVIDIA, on top of Dell AI Factory with NVIDIA turns models, agents and tools into governed, production-ready systems. One platform to build, run and govern every agent, with built-in cost controls and observability across every environment.

Governance as a first-class capability

When it comes to agentic AI, governance is not optional; it is essential. If you are in a regulated industry, you know the unique challenges of balancing autonomy with compliance, auditability and real-time oversight. Without proper guardrails like observability, decision boundaries and access controls, agentic workflows can make decisions nearly impossible to trace, audit or correct after the fact.

Dell and DataRobot make governance a foundational element of your AI platform. You can enforce compliance policies across multi-agent deployments, maintain detailed audit trails for regulatory needs and implement real-time guardrails to ensure agents operate within defined boundaries.

This governance-first design accelerates deployment without sacrificing control. You can launch production-ready agents in days, not months, using the pre-validated DataRobot blueprint available via the Dell Automation Platform catalog.

Real-world applications across enterprise functions

AI agents are already transforming key business functions across industries:

• • Financial services: real-time portfolio stress tests and fraud detection on sovereign Dell infrastructure
  • Supply chain: agents that autonomously trigger shipment rerouting on disruption detection
  • Healthcare: clinician triage agents within a HIPAA-compliant, on-premises framework
  • Public sector: air-gapped agent deployments validated for the strictest data residency requirements

Every one of these use cases shares the same requirements: continuous operation, secure access to enterprise data and tight integration with the systems of record you already run. DataRobot on Dell AI Factory with NVIDIA delivers all three out of the box and gives you the platform to scale from your first agent to your hundredth without re-platforming.

Your blueprint for production-ready agentic AI

Moving from pilot to production starts with evaluating your current infrastructure. Can it handle the demands of enterprise-scale agent workforces? Many organizations discover that their existing systems were not built for the continuous operation and governance that agents require.

Joint solutions from Dell and DataRobot transform your AI deployment timelines. Instead of spending months integrating infrastructure, you can focus on building agents that solve specific business challenges. This results in faster time to value and more predictable outcomes.

The organizations succeeding with agentic AI are not necessarily the ones with the most advanced algorithms. They are the ones with infrastructure designed for production, governance built into every step and a clear roadmap from pilot to scale. With Dell AI Factory and NVIDIA combined with DataRobot, you will have the foundation to build agent workforces you can trust.

See it in action at Dell Technologies World

Join DataRobot at booth #1208 and Dell at booth #240 during Dell Technologies World in Las Vegas. Experience live demos and learn how to build production-ready AI agent workforces tailored to your enterprise needs.

^*Learn how Dell AI Factory with NVIDIA delivers a comprehensive and secure AI solution customizable for any business.