Enterprise AI Doesn’t Stall at the Model — It Stalls at the Seams.

Getting AI into production is the hardest problem in the enterprise right now. Not because the technology isn’t ready — but because the expertise required across all the needed disciplines is scarce, and few teams have all of it in house. Some of the most challenging barriers to ROI live in the seams — between platforms, data, models, governance and security — where everything has to work together or nothing works at all. Dell has spent years deploying AI Factories and learning exactly where those seams are. That experience is now a multi-disciplined, engineering-led delivery model built for the realities of production AI. Our Dell AI Factory Engineers bring deep, specialized skillsets and work alongside your team with one focus: getting your AI use cases to production.

Dell does something different

Unlike open-ended consulting projects, the Dell model is outcome-focused and time-bound. Because no individual has every skill that production-ready AI requires, Dell assembles the right combination of specialized AI Factory Engineers for your solution and across the disciplines needed for success:

• Platform — the environment and the stack that runs it
• AI Workload — models, apps and agentic workflows
• Data — pipelines, quality and readiness
• Governance — controls, sovereignty and accountability
• Security — threat protection, access controls and secure architecture

All that expertise can be in the room from day one. Not phased or sequenced. Not limited to one layer of the stack. Customers tell us this is top of mind: in a recent survey, 83% prioritize end-to-end support through the AI lifecycle, making it the top-ranked priority.^²

Proven across thousands of deployments

Dell AI Factory Engineers start at bare metal and deliver across the full stack. Dell offers a foundation few providers can match: experience across thousands of AI Factory deployments, a broad ecosystem of validated ISV and partner solutions and reference infrastructure patterns proven for enterprise AI at scale, and rack integration services that integrate, cable, configure and validate AI infrastructure before it arrives on site. Our results are backed by independently validated proof points, including 84% faster time to value for AI Factory deployments, as well as having AI workloads running in production in just over 6 hours.^³

What should matter most to the C-suite

When Dell AI Factory Engineers leave, you own everything — the infrastructure, the models, the workflows, the pipelines and the knowledge to build on them. Your team works alongside the pod the entire time. Structured knowledge transfer is built into every engagement. And when you’re ready for the next use case, the model repeats. Dell AI Factory Engineers deliver:

• Speed to production, not just speed to pilot. Parallel execution across platform, data, AI workload, governance and security means you’re not waiting for one discipline to finish before the next one starts. That alone can compress timelines from months to weeks.
• Governance and security from the start, not after the build. Data and systems integrated in compliance with your security and governance requirements for greater control and less risk.
• Cost predictability your CFO can defend. Because you own the infrastructure, your cost model is predictable and fine-tuned to your current needs and future aspirations.
• Operational performance and business results. The data, processes and workflows that stitch it all together matter. Our team helps you design the strategy, build and integrate data pipelines and orchestrate to derive the ROI from AI.
• A model that compounds. The first use case builds the foundation. The second one is faster. The tenth one is transformational.

This delivery model doesn’t live on a whiteboard. It was earned across thousands of engagements. Every engagement combines the speed and skill of an advanced engineering team with the confidence of a scalable, proven and repeatable model. Ready to put Dell AI Factory Engineers to work? Reach out to your Dell representative or join our upcoming webinar to learn more.

FAQ

What are Dell AI Factory Engineers? Dell AI Factory Engineers are specialized experts across five disciplines — Platform, AI Workload, Data, Governance or Security. Dell assembles the right combination of engineers for your specific use case, so every layer of the stack is covered from day one.

What are the benefits for customers? Customers get speed to production AI, built-in governance and security and full ownership of everything when the engagement ends — infrastructure, models, workflows, pipelines and the knowledge to scale.

Who is this for? Any enterprise looking to move AI use cases from pilot to production, especially teams that lack the full breadth of specialized expertise required in-house.

What is production-ready AI? A solution that is designed for your environment, integrated with your real data and systems, ready to operate and validated to scale.

¹ Use of the term “engineer” herein does not and is not intended to imply professional and regulated engineering licensure required under applicable laws or regulations.

² Based on Dell Technologies June 2026 Enterprise AI Adoption Survey.

³ Based on a Principled Technologies report commissioned by Dell Technologies, “Accelerate AI Time to Value with Dell Services,” May 2026. Testing reflected an air-cooled single rack 16-GPU AI Factory solution. Actual results will vary. Read full report here..