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​​Video: AI: Boom or Bubble?​​​

Brad Neuman's Photo

Brad Neuman, CFA;

Senior Vice President
Director of Market Strategy

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I think it’s definitely happening now. The numbers are so big that even if some of it disappears or slips, it’s still a tremendous tailwind. Director of Market Strategy Brad Neuman discusses the ​AI industrial buildout being driven by current ​​business spending.



What Is the “American Business Spending Boom” Paper About?

BRAD NEUMAN: It’s about a huge boom in business spending. A lot of times, people think of the economy as consumer driven, but I think now business spending is growing significantly faster than the overall economy, so it’s taking share. And there’s reasons to believe, based on innovation and different forms of economic policy, that it’s going to continue well into the future. The NVIDIA CEO talks about AI factories. And so putting up these giant data centers that needs to be supported by gigawatts of power that can power millions of homes. These are huge investments. In fact, the overall investment in AI in America over the next several years, through 2030, could be something like $6 trillion. And just to put that in perspective, that’s about as much as we spent in WWII, mobilizing and fighting in the war in today’s dollars, so a very significant investment.​

Why Is Compute Such a Key Driver of This?

BRAD: These factories are essentially manufacturing thought. And ”token” is going to be a very important term and metric. It signifies a word or a part of a word, and when I ask a large language model. “what is the capital of France?,” and it tells me Paris, that’s like ten tokens. But then if I ask a large language model, “can you plan a trip to France, and I’ve got three kids and a wife, and this is my budget, come up with something,” then it needs to do some reasoning and needs to make several passes at it, and then it could use a hundred or maybe even a thousand times the amount of compute as a simple Google search.

How Much of This Is Happening Now?

BRAD: Well, the groundwork has certainly been laid, and tech spending is growing very quickly. But there’s a long lead time. We’re talking about tons and tons of earth that need to be moved, and rocks that need to be crushed, and buildings that need to be erected, and energy that needs to be put in place. This is like on a massive scale, which is why I compare it to WWII. So, while the underpinnings are there, the construction of all of these factories and the equipment put in place is really going to come over the next several years. 

How Does This Thesis Reconcile “Boom vs. Bubble”?

BRAD: I think the most important thing of boom versus bubble is that, I think, that this is being driven by a real need for investment, whereas the tech bubble or the internet build-out was obviously fantastic general-purpose technology that people had a lot of hope for. But there was, as they were building it, there was a lot of spare capacity. So, there was a lot of dark fiber and routers, and equipment being put in the ground that we hoped that people would use because of the great applications that would come on the internet.

Today, if you listen to CEOs talk, they are compute-constrained and power-constrained. They need more power on the grid, they need more manufacturing capability, they need more AI factories, more GPU processors. So there needs to be capacity expansions and that’s what this business spending is about.

Where Do You Think We Are in the Timeline?

BRAD: I think it’s definitely happening now. We’re seeing the plans put in place now. The $9 trillion that I’m quoting here comes from the White House. Will all of that get built over the next couple of years? No. Some may slip. It may not happen in a timely manner. Some may not happen at all. So the overall U.S. economy is a little over $30 trillion, obviously consumer spending is most of it. But this business spending is a little over $4 trillion. And when you think of the $9 trillion of commitments, if even a portion of that, happens and is additive to that $4 trillion, it’s a tremendous boost to growth. So, I do think it’s happening, but the numbers are so big that even if some of it disappears or slips, it’s still a tremendous tailwind.


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Director of Market Strategy Brad Neuman discusses the AI industrial buildout being driven by current ​​business spending.

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​ The views expressed are the views of Fred Alger Management, LLC (“FAM”) and its affiliates as of November 2025. These views are subject to change at any time and may not represent the views of all portfolio management teams. These views should not be interpreted as a guarantee of the future performance of the markets, any security or any funds managed by FAM. These views are not meant to provide investment advice and should not be considered a recommendation to purchase or sell securities.

​ Risk Disclosures: Investing in the stock market involves risks, including the potential loss of principal. Growth stocks may be more volatile than other stocks as their prices tend to be higher in relation to their companies’ earnings and may be more sensitive to market, political, and economic developments. Past performance is not indicative of future performance. Investors whose reference currency differs from that in which the underlying assets are invested may be subject to exchange rate movements that alter the value of their investments.

Companies involved in, or exposed to, AI-related businesses may have limited product lines, markets, financial resources or personnel as they face intense competition and potentially rapid product obsolescence, and many depend significantly on retaining and growing their consumer base. These companies may be substantially exposed to the market and business risks of other industries or sectors, and may be adversely affected by negative developments impacting those companies, industries or sectors, as well as by loss or impairment of intellectual property rights or misappropriation of their technology. Companies that utilize AI could face reputational harm, competitive harm, and legal liability, and/or an adverse effect on business operations as content, analyses, or recommendations that AI applications produce may be deficient, inaccurate, biased, misleading or incomplete, may lead to errors, and may be used in negligent or criminal ways. AI companies, especially smaller companies, tend to be more volatile than companies that do not rely heavily on technology. Investing in innovation is not without risk and there is no guarantee that investments in research and development will result in a company gaining market share or achieving enhanced revenue. Companies exploring new technologies may face regulatory, political or legal challenges that may adversely impact their competitive positioning and financial prospects. Developing technologies to displace older technologies or create new markets may not in fact do so, and there may be sector-specific risks. There will be winners and losers that emerge, and investors need to conduct a significant amount of due diligence on individual companies to assess these risks and opportunities.

Important Information for US Investors: This material must be accompanied by the most recent fund fact sheet(s) if used in connection with the sale of mutual fund and ETF shares. Fred Alger & Company, LLC serves as distributor of the Alger mutual funds.

Important Information for UK and EU Investors: This material is directed at investment professionals and qualified investors (as defined by MiFID/FCA regulations). It is for information purposes only and has been prepared and is made available for the benefit investors. This material does not constitute an offer or solicitation to any person in any jurisdiction in which it is not authorised or permitted, or to anyone who would be an unlawful recipient, and is only intended for use by original recipients and addressees. The original recipient is solely responsible for any actions in further distributing this material and should be satisfied in doing so that there is no breach of local legislation or regulation. 

Certain products may be subject to restrictions with regard to certain persons or in certain countries under national regulations applicable to such persons or countries.

Alger Management, Ltd. (company house number 8634056, domiciled at 78 Brook Street, London W1K 5EF, UK) is authorised and regulated by the Financial Conduct Authority, for the distribution of regulated financial products and services. FAM, Weatherbie Capital, LLC, and/or Redwood Investments, LLC, U.S. registered investment advisors, serve as sub-portfolio manager to financial products distributed by Alger Management, Ltd.

Alger Group Holdings, LLC (parent company of FAM and Alger Management, Ltd.), FAM, and Fred Alger & Company, LLC are not an authorized persons for the purposes of the Financial Services and Markets Act 2000 of the United Kingdom (“FSMA”) and this material has not been approved by an authorized person for the purposes of Section 21(2)(b) of the FSMA.

Important information for Investors in Israel: Fred Alger Management, LLC is neither licensed nor insured under the Israeli Regulation of Investment Advice, of Investment Marketing, and of Portfolio Management Law, 1995 (the "Investment Advice Law"). This document is for information purposes only and should not be construed as an offering of Investment Advisory, Investment Marketing or Portfolio Management services (As defined in the Investment Advice Law). Services regulated under the Investment Advice Law are only available to investors that fall within the First Schedule of Investment Advice Law ("Qualified Clients"). It is hereby noted that with respect to Qualified Clients, Fred Alger Management, LLC is not obliged to comply with the following requirements of the Investment Advice Law: (1) ensuring the compatibility of service to the needs of client; (2) engaging in a written agreement with the client, the content of which is as described in section 13 of the Investment Advice Law; (3) providing the client with appropriate disclosure regarding all matters that are material to a proposed transaction or to the advice given; (4) a prohibition on preferring certain Securities or other Financial Assets; (5) providing disclosure about "extraordinary risks" entailed in a transaction (and obtaining the client's approval of such transactions, if applicable); (6) a prohibition on making Portfolio Management fees conditional upon profits or number of transactions; (7) maintaining records of advisory/discretionary actions. This document is directed at and intended for Qualified Clients only.

Alger pays compensation to third party marketers to sell various strategies to prospective investors. 

The following represents the noted percentages of firmwide assets under management as of September 30, 2025: Alphabet, Inc., 2.63%; Nvidia Corporation, 9.7%.
 ​
Fred Alger & Company, LLC 100 Pearl Street, New York, NY 10004 / 212.806.8800  / www.alger.com​

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