Deepak Jain to Host AI Infrastructure Sessions at NVIDIA GTC 2026

Founder of AiNET Factory to discuss the economics and deployments of large-scale AI Factories.

Mar. 13, 2026 at 5:33pm

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Deepak Jain, founder of AiNET Factory, will host two sessions at NVIDIA GTC 2026 focused on the infrastructure required to power the next generation of AI systems and AI factories. The sessions will examine how capital, energy, GPU infrastructure, and long-term demand are shaping the emerging AI infrastructure ecosystem.

Why it matters

As global demand for AI infrastructure and GPU capacity accelerates, the sessions will explore the growing paradox in the AI industry where GPU availability is limited by the lack of AI-ready infrastructure. Jain's discussions will provide insights into the economics and financing models for building large-scale AI factories to support the rapidly expanding global AI economy.

The details

Jain's first session, "AI Capacity Crisis: Why GPUs Are Waiting for Infrastructure," will explore power constraints, deployment timelines, and where the next wave of AI compute capacity will originate. The second session, "Building an AI Factory: Let's Talk Capital, Power, GPUs & Returns," will discuss the economics of large-scale AI infrastructure projects and how investors and partners can participate in the AI infrastructure sector.

  • The sessions will take place on Tuesday, March 17, 2026.
  • Session 1 is scheduled for 1:00 PM PT.
  • Session 2 is scheduled for 2:00 PM PT.

The players

Deepak Jain

Founder of AiNET Factory, a company focused on developing large-scale AI infrastructure and AI factory platforms.

NVIDIA GTC

The global AI conference organized by NVIDIA, where developers, researchers, and business leaders explore the next wave of AI innovation.

AiNET Factory

A company that develops AI factories designed to deliver power, cooling, and GPU infrastructure for large-scale AI platforms.

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What they’re saying

“The AI Factory is quickly becoming the physical infrastructure behind the AI economy. The next wave of AI innovation will depend not just on better models, but on the AI compute infrastructure — power, GPUs, and platforms — required to run them at scale.”

— Deepak Jain, Founder, AiNET Factory

What’s next

The sessions at NVIDIA GTC 2026 will provide insights into the growing demand for AI infrastructure and the emerging AI factory ecosystem. Attendees will gain a better understanding of the economic and deployment challenges facing the AI industry as it scales to meet global demand for AI compute capacity.

The takeaway

As the AI economy continues to expand, the development of large-scale AI infrastructure, or "AI factories," will be crucial to powering the next generation of AI systems and applications. Jain's sessions at NVIDIA GTC 2026 will offer a deep dive into the economics, financing, and deployment of these AI factories, which are set to become the backbone of the global AI ecosystem.