Dell AI Factory with NVIDIA Delivers Proven Path to Enterprise AI ROI

Rhea-AI Summary

Dell Technologies (NYSE: DELL) marks two years of the Dell AI Factory with NVIDIA, reporting >4,000 customers and early adopters seeing up to 2.6x ROI within the first year. The announcement details updated AI data platform, desktop and server hardware, networking, software integrations and services to speed pilot-to-production.

New products include Dell Pro Max desktops with NVIDIA GB300, PowerEdge XE9812/XE9880L families, PowerEdge R770/R7715/R7725, PowerSwitch SN6000-series, and expanded AI solutions and services with availability timelines through 2026.

Positive

• 4,000+ customers deploying Dell AI Factory
• Early adopters reported up to 2.6x ROI within the first year
• First OEM to ship desktop with NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip

Negative

• None.

News Market Reaction – DELL

-2.26%

-2.26% Session close to close

In the Mar 17 session, DELL declined 2.26%, reflecting a moderate negative market reaction.

Data tracked by StockTitan Argus on the day of publication.

Market Context

This announcement underscores Dell’s strategy to turn the Dell AI Factory with NVIDIA into a full-st...

Analysis

This announcement underscores Dell’s strategy to turn the Dell AI Factory with NVIDIA into a full-stack enterprise AI platform, citing over 4,000 customers and up to 2.6x ROI for early adopters. Historically, similar AI-tagged releases have drawn mixed market reactions, with an average move of -2.44%. Investors may focus on delivery against the detailed product roadmaps, actual customer uptake of new systems, and how these AI offerings integrate with Dell’s broader infrastructure portfolio.

Key Figures

AI Factory customers: over 4,000 customers AI ROI: up to 2.6x ROI FP4 performance: up to 20 petaFLOPS +5 more

8 metrics

AI Factory customers over 4,000 customers Enterprises deploying Dell AI Factory

AI ROI up to 2.6x ROI Early adopters within first year

FP4 performance up to 20 petaFLOPS Dell Pro Max with NVIDIA GB300

Coherent memory 748GB NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip

GPU count up to five GPUs RTX PRO Blackwell Desktop Generation GPUs in tower workstations

5G sectors supported 15 5G sectors PowerEdge XR9700 capacity (historical AI event)

Token context window 131K tokens Historical AI Factory performance detail

Rack density 150 kW rack density Historical AI infrastructure cooling capability

Previous AI Reports

5 past events · Latest: Feb 25 (Positive)

Same Type Pattern 5 events

Date	Event	Sentiment	24h Move	Catalyst
Feb 25	Edge AI server launch	Positive	+3.1%	Launch of rugged PowerEdge XR9700 server for Cloud RAN and edge AI.
Nov 17	AI factory expansion	Positive	-8.4%	Expanded Dell AI Factory with NVIDIA for faster enterprise AI deployment.
Nov 17	AI solutions upgrade	Positive	-8.4%	Broader AI Factory automation, storage, servers and cooling enhancements.
Oct 21	Data platform upgrades	Positive	+1.1%	Dell AI Data Platform enhancements to unify data and boost AI performance.
Aug 11	AI data platform update	Positive	+0.5%	Platform updates and new PowerEdge server featuring NVIDIA RTX PRO GPUs.

24h Move is the share-price change in the day after each event; other market factors may also have contributed.

Pattern Detected

AI-tagged announcements have generally positive business tone but mixed reactions, with several sizable selloffs offset by modest gains, yielding an average move of -2.44% around prior AI news.

Recent Company History

Over the past year, Dell has repeatedly expanded its AI footprint with NVIDIA-centered initiatives. Events on Aug 11, 2025, Oct 21, 2025, and Nov 17, 2025 focused on Dell AI Data Platform and AI Factory upgrades, while Feb 25, 2026 introduced the rugged PowerEdge XR9700 for edge AI. Price reactions ranged from modest gains (0.52–3.09%) to notable pullbacks (two -8.43% days), underscoring volatile responses to AI expansion news.

Key Terms

retrieval-augmented generation (RAG), multimodal search, agentic workflows, InfiniBand, +4 more

8 terms

retrieval-augmented generation (RAG) technical

"it handles workloads from retrieval-augmented generation (RAG) and multimodal search"

Retrieval-augmented generation (RAG) is a method that combines a fast search of relevant documents with an AI that writes answers, so the output is grounded in real source material rather than only the AI's memory. Think of it as a writer who looks things up in a library while drafting a report; for investors, this can mean more accurate, up-to-date analysis, faster research, and lower risk of misleading claims when companies use AI to summarize filings, earnings calls, or market data.

multimodal search technical

"it handles workloads from retrieval-augmented generation (RAG) and multimodal search"

Multimodal search is a search tool that looks across different kinds of information—such as text, images, audio, charts or video—at the same time, rather than only matching keywords. For investors it speeds and broadens research by finding relevant facts or visual evidence hidden in earnings decks, conference-call recordings, charts or filings, much like searching a library by words, pictures and sounds all at once to get a fuller, faster answer.

agentic workflows technical

"AI code assistants and agentic workflows drastically lower the cost and time"

Agentic workflows are sequences of tasks where software 'agents' act on their own to move information, make routine decisions, and trigger actions across computer systems with minimal human hand-holding. For investors, they matter because they can cut labor and processing time much like replacing a row of manual cashiers with self‑serving kiosks, improving margins and speed but also introducing new operational, security and regulatory risks that can affect costs, reliability and compliance.

InfiniBand technical

"NVIDIA Quantum-X800 InfiniBand Q3300-LD liquid-cooled switches deliver high-bandwidth"

Infiniband is a high-speed data transport technology used inside data centers to move large amounts of information quickly and with very little delay, often used for servers, storage and computing clusters. Investors should care because it acts like a multilane expressway for data—companies that build, use or support such fast networks can gain competitive advantages in cloud services, high-performance computing and AI workloads, which can affect costs and revenue potential.

Quantum Processing Units technical

"combining the processing power of Quantum Processing Units with NVIDIA accelerated computing"

A quantum processing unit is the core chip that runs quantum computers, using quantum bits that can represent multiple states at once rather than the simple 0 or 1 of regular chips. For investors, it matters because these units promise to solve some complex problems far faster than today’s processors, creating opportunities and risks around new products, partnerships, long research timelines and high development costs—similar to betting on next-generation engines for whole industries.

CUDA-X technical

"networking, software and CUDA-X libraries. As the data foundation of the Dell AI Factory"

Cuda-X is a computer technology designed to significantly speed up complex calculations and data processing tasks by using advanced hardware and software techniques. For investors, this means faster and more efficient analysis of large amounts of information, potentially leading to quicker decision-making and a competitive edge in markets. Think of it as upgrading from a bicycle to a high-speed train for handling demanding digital workloads.

vector search technical

"advanced vector search and semantic retrieval capabilities. These improvements aim"

Vector search is a way computers find items by comparing compact numerical “fingerprints” that capture meaning or patterns, rather than exact words or labels. Think of it like a librarian who groups books by theme and style, so you find similar ideas even if the wording differs; for investors, it matters because it powers smarter recommendations, faster insights from large datasets, and new AI services that can drive revenue, cut costs, or create competitive advantage.

open-market transactions financial

"sold an aggregate 514,417 shares of Class C Common Stock in open-market transactions"

Open-market transactions are purchases or sales of a company’s securities that take place on public exchanges rather than through private agreements. They matter to investors because these trades change the number of shares available, can move the stock price, and often signal management’s view of the company’s value—like a store restocking or clearing shelves, altering supply and the price shoppers see.

AI-generated analysis. How Rhea-AI works. Not financial advice.

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Dell AI Data Platform, end-to-end infrastructure and services advancements remove barriers to enterprise AI deployment

• 4,000+ Dell AI Factory customers, up to 2.6x ROI, clear path from experiment to production
• Broad portfolio updates streamline enterprise AI deployments, turn siloed data into AI fuel and compress pilot-to-production timeline

SAN JOSE, Calif., March 16, 2026 /PRNewswire/ -- Today, Dell Technologies (NYSE: DELL) marks the two-year anniversary of the Dell AI Factory with NVIDIA by announcing advancements across its AI data platform, end-to-end AI infrastructure, and AI solutions and services portfolio that help enterprises move AI from pilot to production at scale. With over 4,000 customers deploying the Dell AI Factory, and early adopters seeing up to 2.6x ROI within the first year,¹ Dell proves that an end-to-end approach delivers measurable business results.

Why This Matters

The enterprise AI landscape is undergoing a fundamental shift. As AI code assistants and agentic workflows drastically lower the cost and time to build custom applications, CIOs are increasingly choosing to develop AI capabilities in-house, on-premises—driving the need for owned infrastructure.

Yet unclear ROI remains the top obstacle preventing AI deployments at scale. Two years of the Dell AI Factory with NVIDIA has revealed three critical requirements for achieving measurable returns: data platforms that make enterprise information AI-ready, infrastructure that seamlessly scales the latest innovations efficiently from pilot to production, and solutions and services that compress time to value by simplifying deployments and accelerating ROI. Dell is the premier provider delivering all three with NVIDIA technology at the core, creating a proven path from AI investment to business outcome.

Three Capabilities That Define Enterprise AI Leadership
As the top AI infrastructure provider², Dell's AI infrastructure portfolio—the industry's broadest³—delivers integrated capabilities across data, infrastructure, solutions and services.

Data platforms that turn institutional knowledge into AI fuel
AI is rapidly shifting from assistive tools to autonomous, agentic systems, but its effectiveness is constrained by the data it can access, trust and act upon. The Dell AI Data Platform with NVIDIA addresses this challenge with a unified platform for AI that combines Dell's high-performance storage, modular data engines, and NVIDIA accelerated computing, networking, software and CUDA-X libraries. As the data foundation of the Dell AI Factory with NVIDIA, it handles workloads from retrieval-augmented generation (RAG) and multimodal search to agentic workflows and large-scale data processing. Advancements announced today make it faster and easier for companies to turn data into real AI results.

Infrastructure that enables AI workflows from desktop to data center
Dell's next-generation infrastructure supports AI workflows at every stage, from rapid prototyping to production deployment at scale.

For desktop AI development and autonomous agents:

• Dell Pro Max with GB10 and Dell Pro Max with GB300 – Purpose-built desktop AI supercomputers that build and run AI, delivering the compute power, memory capacity and always-on reliability that agentic AI workflows and autonomous agent development require. With NVIDIA NemoClaw and NVIDIA OpenShell, enterprises can build safe, autonomous, long-running agents at the desk with local AI that keeps data secure and private. Dell is the first OEM to ship a desktop with NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip, delivering up to 20 petaFLOPS of FP4 performance and 748GB of coherent memory for developing and deploying autonomous AI agents at trillion-parameter scale. 
• Dell Pro Precision workstations deliver the power and expandability AI developers and data scientists need. Tower configurations feature up to five NVIDIA RTX PRO Blackwell Desktop Generation GPUs, while mobile workstations with NVIDIA RTX PRO Blackwell Generation Laptop GPUs deliver more performance in thinner, sleeker designs.

For production AI at scale:

• PowerEdge XE9812 is Dell's flagship liquid-cooled server leverages the NVIDIA Vera Rubin NVL72 platform for massive real-time training and inference.
• PowerEdge XE9880L, XE9882L, and XE9885L are liquid-cooled servers featuring NVIDIA HGX™ Rubin NVL8 designed to accelerate validated AI performance within existing data center footprints and power constraints.

For enterprise workloads in the data center:

• PowerEdge R770, R7715 and R7725 configured with the new NVIDIA RTX PRO™ 4500 Blackwell Server Edition GPU allows teams to add AI acceleration to general-purpose infrastructure.
• PowerEdge R9822 and M9822 debut NVIDIA Vera CPU, giving organizations more choice for demanding enterprise workloads.

For high-performance networking and emerging technologies:

• Dell PowerSwitch SN6000-series are NVIDIA Spectrum-6 Ethernet switches with 1.6Tbs, liquid cooling and co-packaged optics options for Vera Rubin-based Dell platforms.
• PowerSwitch SN5610 and SN2201 now offer expanded network OS choices including Cumulus Linux and Enterprise SONiC Distribution by Dell Technologies.
• NVIDIA Quantum-X800 InfiniBand Q3300-LD liquid-cooled switches deliver high-bandwidth networking for AI and cloud-native workloads.
• Dell Integrated Rack Scalable Systems (IRSS) expands to include Dell PowerSwitch and NVIDIA liquid-cooled switching, providing unified, rack-level power and cooling management for AI infrastructure.

NVIDIA NVQLink and NVIDIA CUDA-Q support – Dell is the first OEM to integrate NVIDIA NVQLink with CUDA-Q across PowerEdge servers featuring NVIDIA AI infrastructure, allowing enterprises and research institutions to explore emerging quantum-classical computing use cases. These capabilities accelerate discoveries in advanced drug development and materials science simulations by combining the processing power of Quantum Processing Units with NVIDIA accelerated computing for quantum systems control and error correction on a trusted foundation of Dell PowerEdge servers.

Solutions and services that accelerate deployment and prove ROI
Updated Dell AI Solutions combine new modular architecture with Dell Automation Platform blueprints and NVIDIA AI Enterprise software to deliver enterprise outcomes while simplifying operations and reducing deployment complexity. New services bridge skill gaps and scale deployments from experimentation to production.

Accelerating enterprise AI workloads:

• Knowledge assistant provides the foundation for designing, deploying and managing intelligent assistants, working with industry leaders like Aible, Cohere's North and NVIDIA.
• ClearML blueprint improves agentic AI environments for enterprises with secure, efficient GPU cluster management and workload scheduling.
• Agentic AI platform, in collaboration with Cohere's North, DataRobot and NVIDIA allows enterprises to securely deploy and manage AI agents with orchestration, governance and observability.
• Dell Accelerator Services for Agentic AI provide packaged capabilities to support businesses at any stage, from experimentation and validation to enterprise-wide integration, closing skill gaps and reducing technical complexity.

Simplifying AI infrastructure deployment:

• Dell AI Factory with NVIDIA modular architecture offers a clear, simplified path to enterprise AI by addressing deployment complexity, managing rapid technology change and supporting continuous adoption. Integrated automation gives organizations the flexibility to start at the right size and scale as needs evolve.

Perspectives:

Michael Dell, chairman and chief executive officer, Dell Technologies:
"Two years ago, enterprises were asking how to access AI technology. Today, they're asking how to make their data AI-ready, how to operationalize AI at scale and how to prove ROI. The Dell AI Factory with NVIDIA answers all three questions. We're brought in from the start as a trusted advisor, helping customers navigate their entire AI journey—from turning raw data into AI fuel, through deployment and to measurable business outcomes."

Jensen Huang, founder and chief executive officer, NVIDIA:
"AI infrastructure is being built everywhere — every company will be powered by it, every country will build it— and it demands integrated data platforms, scalable infrastructure and deployment expertise. Dell Technologies delivers all three, with NVIDIA at the core. The Dell AI Factory with NVIDIA is a proven infrastructure blueprint for every phase of AI powering the next industrial era."

Availability

• Dell Pro Precision 5 and 7 Series mobile workstations with NVIDIA RTX PRO Blackwell GPUs will be available in May.
• Dell Pro Precision 9 T2/T4/T6 will be available in May.
• Dell has shipped Dell Pro Max with GB300 to select customers in March 2026, with plans to ship more broadly in the coming months.
• Dell PowerEdge XE9812 will be globally available 2H 2026.
• Dell PowerEdge XE9880L, XE9885L will be globally available Q3 2026.
• Dell PowerEdge R770, R7715 and R7725 with NVIDIA RTX PRO 4500 Blackwell Server Edition GPUs are globally available now.
• Dell PowerEdge M9822 AND R9822 will be globally available in September.
• Dell PowerSwitch SN6000-Series will be globally available starting in July.
• Dell SONiC with Spectrum-based PowerSwitch SN5610 and S2201 will be globally available in March.
• NVIDIA Quantum-X800 Q3300-LD will be globally available by Dell Technologies in Q4 2026.
• Dell PowerEdge NVIDIA NVQLink and CUDA-Q integration is available now.
• Knowledge assistant is globally available now.  
• Agentic AI platform with Cohere's North and DataRobot are available now, agentic AI platform with ClearML will be available in March.
• Dell AI Factory with NVIDIA modular architecture will be globally available in April.
• Dell Accelerator Services for Agentic AI are available now.

Additional resources 

• Check out Dell ISG President, Arthur Lewis' take on how Dell is ushering in the era of enterprise AI.
• Find out more about the Dell AI Data Platform with NVIDIA.
• Learn more about how AI at scale stares with your data.
• See here for more information about bringing the AI lab to your desktop.
• Get more details about Dell compute and networking innovations.
• Learn how Dell AI Solutions and Services will accelerate your AI journey.
• Connect with Dell on X and LinkedIn

About Dell Technologies 
Dell Technologies (NYSE: DELL) helps organizations and individuals build their digital future and transform how they work, live and play. The company provides customers with the industry's broadest and most innovative technology and services portfolio for the AI era. 

1 Based on Enterprise Strategy Group paper commissioned by Dell, "Analyzing the Economic Benefits of the Dell AI Factory with NVIDIA," comparing the ROI of on-premises Dell and NVIDIA solution, August 2025. Estimated costs were modeled utilizing Llama 3 70B LLM for inferencing and model fine-tuning workloads by organizations over a 4-year period. Server models used were XE9680s with 8 x H100 GPUs. Actual results may vary.
2 IDC Worldwide Quarterly Trackers for Servers, External Storage Systems, PBBA, and AI Infrastructure Q32025: showing Dell #1 in AI infrastructure, servers, external storage systems, and purpose built backup appliances worldwide
3 Based on Prowess Consulting's paper commissioned by Dell, "Which Vendor Offers the Broadest AI Portfolio for Scalable Innovation?" October 2025

 

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SOURCE Dell Technologies

FAQ

How many customers has Dell deployed the Dell AI Factory with NVIDIA for as of March 16, 2026 (DELL)?

Dell reports over 4,000 customers using the Dell AI Factory with NVIDIA as of March 16, 2026. According to the company, these deployments underpin platform traction and enterprise adoption across pilot-to-production AI use cases.

What ROI have early adopters seen from Dell AI Factory with NVIDIA (DELL) within the first year?

According to the company, early adopters have seen up to 2.6x ROI within the first year. This ROI claim is positioned as evidence that the end-to-end platform accelerates time to value from pilot projects to production.

When will Dell Pro Precision mobile workstations with NVIDIA RTX PRO Blackwell GPUs be available (DELL)?

Dell says Dell Pro Precision 5 and 7 Series mobile workstations with NVIDIA RTX PRO Blackwell GPUs will be available in May 2026. The company lists multiple product availability dates through 2026 for desktops, servers and networking.

What new Dell infrastructure is announced for production-scale AI deployments (DELL)?

Dell announced new production AI servers including PowerEdge XE9812 and liquid-cooled XE9880L/XE9885L families plus PowerEdge R770/R7715/R7725. According to the company, these systems target real-time training, inference and enterprise AI workloads at scale.

How does the Dell AI Data Platform with NVIDIA aim to support enterprise AI projects (DELL)?

The Dell AI Data Platform with NVIDIA provides a unified data foundation for RAG, multimodal search and agentic workflows. According to the company, it combines high-performance storage, modular data engines and NVIDIA accelerated computing to make enterprise data AI-ready.