The Trillion-Dollar Infrastructure Play: Investing in AI's Essential Suppliers

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Aimee Silverwood | Financial Analyst

Published: July 25, 2025

  • The race to four trillion fuels historic spending on AI infrastructure.
  • Discover AI infrastructure investment opportunities beyond headline stocks.
  • Key growth sectors include semiconductors, data centers, power, and networking.
  • Investing in the AI supply chain provides broad exposure to the trend.

Beyond the Hype: The Real Money in AI Could Be in the Plumbing

It’s quite the show, isn’t it. Watching Microsoft and Nvidia jostle for the title of the world’s most valuable company feels like a heavyweight boxing match for the digital age. Every financial news channel is obsessed with who will be the first to cross the four trillion dollar line. It’s all very exciting, I’m sure, but I find the race itself a bit of a distraction. The real story, to me, is the sheer, eye-watering amount of cash being shovelled into the furnace to keep this AI engine running.

The Great AI Gold Rush

When you see a gold rush, the smart money doesn’t always go on the prospector who might strike it rich. It often goes on the fellow selling the shovels, the pickaxes, and the sturdy denim trousers. The same logic, I believe, applies here. Microsoft is planning to spend over $80 billion on AI infrastructure this year alone. Nvidia’s data centre revenue has exploded. This isn’t just pocket change, it’s a fundamental rewiring of our technological foundations, and that money has to go somewhere. It flows directly to the companies that build the essential, and often unglamorous, gear that makes AI possible. It’s a classic investment story, really, and it’s the thinking behind a collection of companies some are calling The Race to Four Trillion.

The Silicon Heart of the Matter

At the very core of this whole affair are the chips. You can’t have artificial intelligence without the specialised silicon that does the thinking. This brings us to a company like Taiwan Semiconductor Manufacturing Company, or TSM. They are the master craftsmen, the only foundry capable of producing the most advanced chips that Nvidia designs. Their position is, frankly, astonishing.

But the supply chain goes deeper. TSM, for all its prowess, relies on another company, ASML, which makes the ridiculously complex lithography machines needed to etch the chip designs. These machines cost hundreds of millions of pounds each, and ASML is the only company on Earth that can make them. It’s a beautifully simple, and potentially lucrative, bottleneck. When demand for AI soars, it’s these specialists who may feel the benefit first, long before the AI applications themselves have proven their worth.

Building the Digital Cathedrals

Of course, these miraculous little slivers of silicon need a home. They are assembled into powerful servers, the kind that companies like Super Micro Computer specialise in. Then, these servers are stacked by the thousand in vast data centres. These aren't your dusty old server rooms. They are digital cathedrals, and they consume energy on a scale that would make a small country blush, generating immense heat that needs to be managed. This creates potential opportunities for companies that handle the physical reality, from data centre operators like Equinix to the power and cooling experts who stop the whole thing from melting.

A Word of Caution, Naturally

Now, before you get carried away, let’s pour a little cold water on things. Investing in the suppliers isn't a risk-free ticket to riches. Technology is a fickle beast, and the semiconductor industry is notoriously cyclical. What is booming today could face a slowdown tomorrow if demand patterns shift. Geopolitical tensions, particularly around Taiwan and China, cast a long shadow over the entire supply chain. A single trade restriction could cause significant disruption. This is not a game for the faint of heart, and as with any investment, your capital is at risk. Still, for those of us who prefer to bet on the plumbing rather than the final product, it’s a compelling thought.

Deep Dive

Market & Opportunity

  • Microsoft plans to invest over $80 billion in AI infrastructure in the current year.
  • Nvidia's data center revenue has grown from $3 billion to over $60 billion annually in three years.
  • Taiwan Semiconductor Manufacturing Company (TSM) controls over 90% of the market for the most advanced semiconductors (3-nanometer and 5-nanometer processes).
  • ASML's extreme ultraviolet lithography machines cost over $200 million each.

Key Companies

  • Taiwan Semiconductor Manufacturing Company Limited (TSM): Manufactures virtually all of Nvidia's advanced AI chips using cutting-edge processes. Its chips power applications from ChatGPT to autonomous vehicles.
  • ASML Holding NV (ASML): Provides the essential and monopolistic extreme ultraviolet (EUV) lithography machines required for advanced chip production.
  • Super Micro Computer, Inc. (SMCI): Specializes in building high-performance servers optimized for AI applications, working closely with Nvidia to handle intense computational demands.

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Primary Risk Factors

  • Technology cycles can be volatile, and the AI boom could face setbacks if adoption slows.
  • Semiconductor companies are cyclical businesses that can experience sharp downturns.
  • Geopolitical tensions, trade restrictions, and export controls create risks for companies with complex international supply chains.
  • The competitive landscape is dynamic, and new technologies or entrants could disrupt established companies.

Growth Catalysts

  • Unprecedented spending on AI infrastructure by major tech companies is creating significant opportunities for suppliers.
  • The AI industry is in its early stages, suggesting sustained future demand for underlying infrastructure and components.
  • Many companies in the ecosystem have high barriers to entry due to technological complexity, capital requirements, or established customer relationships.

Investment Access

  • The basket of stocks is accessible through fractional shares starting from $1 on the Nemo platform.
  • Nemo is an ADGM-regulated platform offering commission-free investing.
  • All investments carry risk and you may lose money.

Recent insights

How to invest in this opportunity

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