Behind the Scenes of Every AI Model

The Surge in Technology Infrastructure Demand

When you hear about artificial intelligence in the headlines, chances are the story centers around software breakthroughs or chipmakers. But as an investor, you understand that behind every technological leap is a complex network of enablers: the infrastructure that allows innovation to scale.

In the case of AI, that enabling layer isn’t limited to power or real estate. It’s about something even more granular: the hardware systems that move data, keep systems cool, and allow models to operate at scale. Cooling, servers, switches, and cabling may not dominate news cycles, but they represent a critical opportunity for your clients and one that most AI-focused ETFs still overlook.

AI Doesn’t Work Without the Plumbing

Advanced models like ChatGPT and Gemini rely on rapid-fire communication between thousands of graphics processing units (GPUs) operating in parallel. These machines must be kept at optimal temperatures, connected with low-latency switches, and powered by dense, high-capacity infrastructure. Without those components, even the most sophisticated AI model stalls.

It’s this behind-the-scenes layer, what some call the plumbing of AI, that represents both a bottleneck and an investment opportunity. And it’s becoming a major driver of capital allocation for hyperscalers and infrastructure providers alike.

Cooling Is the Next Competitive Frontier

Thermal management used to be an afterthought in data centers. Not anymore. Today, the shift from central processing units (CPUs) to GPUs and tensor processing units (TPUs) means far more heat output per square foot. Traditional air-cooling systems are often inadequate for the power densities now required.

Enter liquid cooling. It’s rapidly becoming the gold standard for AI-scale data centers. Firms like Vertiv, which specialize in advanced thermal management systems, are now essential partners in hyperscale deployment projects.

Liquid immersion and direct-to-chip cooling are seeing accelerated adoption because they offer more efficient, compact, and scalable solutions. These systems not only enable the operation of dense compute clusters, but they also lower energy consumption, reduce floor space, and improve uptime. That’s a powerful combination for data center operators and a critical component of AI’s physical stack.

Switching, Servers, and Network Hardware

Beyond cooling, data must flow seamlessly between servers, often across enormous distances. This is where high-speed switching and networking hardware become indispensable.

Companies like Arista Networks are powering the connections that allow parallel model training, inference workloads, and distributed computing. These systems prioritize ultra-low latency and minimal packet loss, which is vital for the performance of large-scale AI systems.

Equally important are the custom server racks and back-end architectures that house these systems. They must be optimized not only for computing performance but also for power distribution and space efficiency. This convergence of IT (information technology) and OT (operational technology) is one of the defining investment narratives of the AI infrastructure era.

Cables and Power Distribution: The Overlooked Workhorses

It’s easy to ignore something as simple as cabling, but fiber optics, copper, and switchgear are the backbone of physical scalability. As power loads increase, the infrastructure that delivers that energy to server racks must evolve. And the companies that manufacture these components are quietly seeing demand spikes tied directly to hyperscale AI buildouts.

From a capital markets standpoint, many of these firms remain undervalued relative to their role in enabling AI. They don’t show up in traditional tech indexes. They aren’t household names. But they’re indispensable, and that’s what makes them so compelling for advisors looking to diversify AI allocations.

How Tortoise Capital Provides Exposure to These Hidden Enablers

Most AI ETFs are dominated by the usual suspects: mega-cap software and chip stocks. While those names play an important role, they don’t represent the whole picture. Tortoise Capital investment managers are going deeper, targeting the companies that power AI behind the scenes.

We focus on providing exposure to:

  • Hardware providers that support thermal and power infrastructure
  • Networking specialists enabling high-speed AI data transfer
  • Manufacturers of cables, switchgear, and servers that complete the AI infrastructure stack

From cooling to networking, behind-the-scenes infrastructure is essential for AI growth. For an overview of these enablers, download The AI Revolution: Why Infrastructure is Critical to Ongoing Innovation.


Important Information

Click here for TCAI’s full holdings.

Nothing contained in this communication constitutes tax, legal, or investment advice. Investors must consult their tax advisor or legal counsel for advice and information concerning their particular situation. This communication contains certain statements that may include “forward-looking statements.” All statements, other than statements of historical fact, included herein are “forward-looking statements.” Although Tortoise Capital believes that the expectations reflected in these forward-looking statements are reasonable, they do involve assumptions, risks and uncertainties, and these expectations may prove to be incorrect. Actual events could differ materially from those anticipated in these forward-looking statements as a result of a variety of factors. You should not place undue reliance on these forward-looking statements. This communication reflects our views and opinions as of the date herein, which are subject to change at any time based on market and other conditions. We disclaim any responsibility to update these views. These views should not be relied on as investment advice or an indication of trading intention. Discussion or analysis of any specific company-related news or investment sectors are meant primarily as a result of recent newsworthy events surrounding those companies or by way of providing updates on certain sectors of the market. Tortoise Capital, through its family of registered investment advisers, does provide investment advice to Tortoise-related funds and others that include investment into those sectors or companies discussed in this communication. As a result, Tortoise Capital does stand to beneficially profit from any rise in value of the sectors broadly discussed, including individual companies contained within.

Tortoise Capital Advisors, LLC is the advisor to the Tortoise AI Infrastructure ETF.

Before investing in the funds, investors should consider their investment goals, time horizons and risk tolerance. The funds’ investment objective, risks, charges and expenses must be considered carefully before investing. The statutory prospectuses and the summary prospectuses (click here) contain this and other important information about the funds. Copies of the funds’ prospectus may be obtained by calling 855-994-4437 or by emailing info@tortoisecapital.com. Read it carefully before investing.

As stated in the Prospectus, the total annual operating expenses are 0.65%. The adviser has agreed to pay all expenses incurred by the fund except for the advisory fee, interest, taxes, brokerage expenses and other fees, charges, taxes, levies or expenses (such as stamp taxes) incurred in connection with the execution of portfolio transactions or in connection with creation and redemption transactions.

Investing involves risk. Principal loss is possible. Because the fund is “non-diversified” and may invest a greater percentage of its assets in the securities of a single issuer, a decline in the value of an investment in a single issuer could cause the fund’s overall value to decline to a greater degree than if the fund held a more diversified portfolio. The fund’s strategy of emphasizing investments in AI infrastructure companies means that the performance of the fund will be closely tied to the performance of one or more industries that are expected to benefit from the growth of AI-capable data centers and related technology and energy infrastructure. Investing in companies that are expected to benefit from the same macro theme means that some of the fund’s investments may be similarly affected by certain market, economic, political, or social developments. Companies in the energy infrastructure sector are subject to many risks that can negatively impact the revenues and viability of companies in this sector, including, but not limited to risks associated with companies owning and/or operating pipelines, gathering and processing assets, power infrastructure, propane assets, as well as capital markets, terrorism, natural disasters, climate change, operating, regulatory, environmental, supply and demand, and price volatility risks. Companies in the technology infrastructure sector are subject to many risks that can negatively impact the revenues and viability of companies in this sector, including, but not limited to risks associated with emerging technology that renders existing products or services obsolete, reliance on outdated technology, intellectual property theft, supply chain disruption, vulnerabilities to third-party vendors and suppliers, business interruption, difficulty in retaining skilled talent, and regulatory compliance. Companies in the industrial sector face a variety of risks, including commodity price volatility, supply chain disruptions, potential obsolescence of technologies, economic downturns, and increasing competition.

Investment advisers, including the Adviser, must rely in part on digital and network technologies (collectively “cyber networks”) to conduct their businesses. Derivatives include instruments and contracts that are based on and valued in relation to one or more underlying securities, financial benchmarks, indices, or other reference obligations or measures of value. If the fund writes a covered call option, during the option’s life the fund gives up the opportunity to profit from increases in the market value of the security covering the call option above the sum of the premium and the strike price of the call, but retains the risk of loss should the price of the underlying security decline.  Investments in securities of foreign companies involve risks not ordinarily associated with investments in securities and instruments of U.S. issuers, including risks relating to political, social and economic developments abroad, differences between U.S. and foreign regulatory and accounting requirements, tax risks, and market practices, as well as fluctuations in foreign currencies.

The fund may be exposed to liquidity risk when trading volume, lack of a market maker, or legal restrictions impair the fund’s ability to sell particular securities or close call option positions at an advantageous price or in a timely manner. Illiquid investments may include restricted securities that cannot be sold immediately because of statutory and contractual restrictions on resale. Mid-cap and small-cap companies may not have the management experience, financial resources, product or business diversification and competitive strengths of large cap companies.

Shares of exchange-traded funds (ETFs) are not individually redeemable and owners of the shares may acquire those shares from the ETF and tender those shares for redemption to the ETF in Creation Units only, see the ETF prospectus for additional information regarding Creation Units. Investors may purchase or sell ETF shares throughout the day through any brokerage account, which will result in typical brokerage commissions.

Diversification does not assure a profit or protect against a loss in a declining market.

Nothing on this website should be considered a solicitation to buy or an offer to sell any shares of the portfolio in any jurisdiction where the offer or solicitation would be unlawful under the securities laws of such jurisdiction. Nothing contained in this communication constitutes tax, legal or investment advice. Investors must consult their tax advisor or legal counsel for advice and information concerning their particular situation.

Quasar Distributors, LLC, distributor

NOT FDIC INSURED · NO BANK GUARANTEE · MAY LOSE VALUE