Two-Minute Tech

Chipmakers rode the first generative AI wave. Who’s next?

Artificial intelligence certainly made headlines in 2023, but how many companies actually made money from it? ChatGPT and other generative AI tools have directly benefited a small number of stocks so far – particularly the semiconductor firms that make essential chips. However, we believe that could start to change. Here are some of the key factors to watch as this narrow market begins to broaden.

  • As new technologies are adopted, infrastructure companies have traditionally been the first to benefit – and that matches what we’re seeing today with the generative AI cycle.
  • Hyperscaler stocks are lagging semiconductors for now. Markets want to see more of an impact on earnings before bidding up share prices.
  • Despite the enthusiasm from software companies investing in AI, that’s not what’s fueling their stock prices – yet. 
     
Three things to watch as we move through the gen-AI investment cycle

#1: In prior tech cycles, infrastructure was the first to benefit from new technologies, but other parts of the tech stack weren’t far behind. 

How have the public markets’ forward discounting mechanism assessed the impact of ChatGPT and other generative AI (gen-AI) technologies? Until now, much of the gains have gone to the infrastructure providers that have shown actual earnings from gen-AI – namely the handful of semiconductor companies whose chips are critical for training large language models (LLMs). This is not unlike past tech market cycles, when the companies that provided the infrastructure for new technologies saw benefits well before other parts of the tech stack. Yet some of the very same chipmakers that have benefited from AI are limited by capacity constraints even amid growing demand for their chips from “hyperscale” cloud platforms. This may bode well for a broader swath of semiconductor firms. 

#2. Stock prices for hyperscalers are lagging semiconductors – at least for now. Markets want to see more of an impact on earnings. 

Large-scale cloud service providers called “hyperscalers” (shown as platform providers in the accompanying chart) are essential to fulfilling AI’s promise, since they’re the only ones equipped to handle the enormous data requirements. These firms outperformed the broader market in 2023, though a handful of chipmakers did far better. The performance dispersion among gen-AI platform and software players is subtle – mostly reflecting the near-term trajectory of earnings, which are still being driven by legacy revenue sources and overall expense discipline. We believe the market is taking a wait-and-see approach in valuing gen-AI benefits for the cloud platforms. These companies are still ramping up their infrastructure investments, which can dampen earnings growth trajectories in the near term. Many are also launching AI-related products and modules that have yet to demonstrate meaningful earnings contributions. We expect greater clarity on gen-AI’s impact in the coming year.

One year post-ChatGPT launch, gen-AI platform and software providers did well, but lagged infrastructure 

Total returns (21/11/2022-21/11/2023; indexed to 100)

Restaurant labour productivity has lagged that of other industries

Source: FactSet, Voya Investment Management as of November 2023. The Gen-AI composites are equal weighted baskets of companies that were top mentioners of Gen-AI in earnings call transcripts. The composites were created by the Voya Investment Management Global Artificial Intelligence Equity Team. Gen-AI platforms = major hyperscale cloud providers. Gen-AI infrastructure = companies that belong to the semiconductor & semiconductor equipment and technology hardware & equipment industry groups. Gen-AI software = companies in the software & services industry group, excluding the major hyperscale cloud providers. Past performance, or any prediction, projection or forecast, is not indicative of future performance.

#3. The big software companies expanding with AI haven’t (yet) seen a corresponding share price jump. 

Since ChatGPT made its public debut in late 2022, several high-profile software companies moved quickly to add LLM and gen-AI capabilities to their products. Not surprisingly, their management teams expressed a great deal of enthusiasm about the opportunities they believe their gen-AI investments will provide. Yet in our view, this technology’s full potential has so far not been fully reflected in earnings expectations or meaningful earnings multiple expansion. Generally speaking, as markets recognise improved long-term growth potential, valuation multiples should increase. But that hasn’t happened yet. From our perspective, the majority of price appreciation for these names in 2023 was due to the increase in forward estimates of operating income. Meanwhile, the average/median valuation multiple remained relatively flat year over year.

The bottom line: Cloud and software companies could be next to benefit from AI investments, but markets likely want to see positive earnings news first

Despite a dynamic year of AI news, it appears that LLM/gen-AI developments have benefitted a small subset of beneficiaries. Semiconductor companies whose chips power these AI models have grown the most. Certain cloud platforms and software companies have also done well, but it seems their recent performance has come from legacy revenue and earnings sources – not enthusiasm for potential benefits of gen-AI. This reinforces why we seek to not only identify key emerging technologies, but which phase of the tech cycle we’re in – and which companies might benefit from each phase. In today’s environment, we believe cloud platform providers and software companies may be the next to reap gains from the gen-AI tech market cycle, but stock prices will likely not reflect that until it’s clear there will be a positive impact on earnings.

Recent insights

European Equities Outlook Q2 2025

After a brilliant start to the new year for European stock markets, culminating in a year-to-date performance of almost +12% at the beginning of March, the US announcement of higher and more extensive import tariffs than expected sent global markets into correction territory.

Discover more

Navigating rates

For a long time, US equity markets have been largely driven by the gains of a few big names. But recent volatility has demonstrated the risks of extreme market concentration. We believe an alternative strategy is needed: an active approach that invests in more diversified assets.

Discover more

Income Focus

In our example, software developer Isabel chooses accumulation funds to maximise the long-term value of her investments. But part-time administrator Alexander chooses income funds to supplement his earnings today.

Discover more
  • Disclaimer
    Investing involves risk. The value of an investment and the income from it will fluctuate and investors may not get back the principal invested. Past performance is not indicative of future performance. This is a marketing communication. It is for informational purposes only. This document does not constitute investment advice or a recommendation to buy, sell or hold any security and shall not be deemed an offer to sell or a solicitation of an offer to buy any security.

    The views and opinions expressed herein, which are subject to change without notice, are those of the issuer or its affiliated companies at the time of publication. Certain data used are derived from various sources believed to be reliable, but the accuracy or completeness of the data is not guaranteed and no liability is assumed for any direct or consequential losses arising from their use. The duplication, publication, extraction or transmission of the contents, irrespective of the form, is not permitted.

    This material has not been reviewed by any regulatory authorities. In mainland China, it is for Qualified Domestic Institutional Investors scheme pursuant to applicable rules and regulations and is for information purpose only. This document does not constitute a public offer by virtue of Act Number 26.831 of the Argentine Republic and General Resolution No. 622/2013 of the NSC. This communication's sole purpose is to inform and does not under any circumstance constitute promotion or publicity of Allianz Global Investors products and/or services in Colombia or to Colombian residents pursuant to part 4 of Decree 2555 of 2010. This communication does not in any way aim to directly or indirectly initiate the purchase of a product or the provision of a service offered by Allianz Global Investors. Via reception of this document, each resident in Colombia acknowledges and accepts to have contacted Allianz Global Investors via their own initiative and that the communication under no circumstances does not arise from any promotional or marketing activities carried out by Allianz Global Investors. Colombian residents accept that accessing any type of social network page of Allianz Global Investors is done under their own responsibility and initiative and are aware that they may access specific information on the products and services of Allianz Global Investors. This communication is strictly private and confidential and may not be reproduced, except for the case of explicit permission by Allianz Global Investors. This communication does not constitute a public offer of securities in Colombia pursuant to the public offer regulation set forth in Decree 2555 of 2010. This communication and the information provided herein should not be considered a solicitation or an offer by Allianz Global Investors or its affiliates to provide any financial products in Brazil, Panama, Peru, and Uruguay. In Australia, this material is presented by Allianz Global Investors Asia Pacific Limited (“AllianzGI AP”) and is intended for the use of investment consultants and other institutional /professional investors only, and is not directed to the public or individual retail investors. AllianzGI AP is not licensed to provide financial services to retail clients in Australia. AllianzGI AP is exempt from the requirement to hold an Australian Foreign Financial Service License under the Corporations Act 2001 (Cth) pursuant to ASIC Class Order (CO 03/1103) with respect to the provision of financial services to wholesale clients only. AllianzGI AP is licensed and regulated by Hong Kong Securities and Futures Commission under Hong Kong laws, which differ from Australian laws.

    This document is being distributed by the following Allianz Global Investors companies: Allianz Global Investors GmbH, an investment company in Germany, authorized by the German Bundesanstalt für Finanzdienstleistungsaufsicht (BaFin); Allianz Global Investors (Schweiz) AG; Allianz Global Investors UK Limited, authorised and regulated by the Financial Conduct Authority;in HK, by Allianz Global Investors Asia Pacific Ltd., licensed by the Hong Kong Securities and Futures Commission; in Singapore, by Allianz Global Investors Singapore Ltd., regulated by the Monetary Authority of Singapore [Company Registration No. 199907169Z]; in Japan, by Allianz Global Investors Japan Co., Ltd., registered in Japan as a Financial Instruments Business Operator [Registered No. The Director of Kanto Local Finance Bureau (Financial Instruments Business Operator), No. 424], Member of Japan Investment Advisers Association, the Investment Trust Association, Japan and Type II Financial Instruments Firms Association; in Taiwan, by Allianz Global Investors Taiwan Ltd., licensed by Financial Supervisory Commission in Taiwan; and in Indonesia, by PT. Allianz Global Investors Asset Management Indonesia licensed by Indonesia Financial Services Authority (OJK).

    3445330

Allianz Global Investors

You are leaving this website and being re-directed to the below website outside Singapore. This does not imply any approval or endorsement of the information by Allianz Global Investors Singapore Limited contained in the redirected website nor does Allianz Global Investors Singapore Limited accept any responsibility or liability in connection with this hyperlink and the information contained herein. Please keep in mind that the redirected website may contains funds and strategies not authorized for offering to the public of Singapore. Besides, please also take note on the redirected website’s terms and conditions, privacy and security policies, or other legal information. By clicking “Continue”, you confirm you acknowledge the details mentioned above and would like to continue accessing the redirected website. Please click “Stay here” if you have any concerns.

Welcome to Allianz Global Investors

Select your role
  • Individual Investor
  • Intermediaries
  • Institutional Investor
  • It contains legal and regulatory notices relevant to the information contained on this website. By accessing this website, you agree to be bound by the following terms and conditions. Please discontinue your access to this website immediately if you do not accept any of these terms or conditions.


    Investments

    The content of this website is for informational purposes only and does not have any regard to the specific investment objectives, financial situation or particular needs of any particular person.

    Advice should be sought from a financial adviser regarding the suitability of any fund before purchasing units in the fund. In the event that you choose not to seek advice from a financial adviser, you should consider whether the fund is suitable for you. Prices of funds and income from them may fall or rise and cannot be guaranteed.

    Past performance of any fund or manager/ sub-manager of the fund are not necessarily indicative of future performance.

    Prospectuses for funds registered with the Monetary Authority of Singapore under the Authorised Scheme and Recognised Scheme are available, and may be obtained from Allianz Global Investors Singapore Limited or its appointed distributors. Investors should read the prospectuses before investing in such funds.


    No Reliance

    Although Allianz Global Investors Singapore Limited has taken all reasonable care that the information contained within the website is accurate at the time of publication, no representation or warranty (including liability towards third parties), expressed or implied, is made as to its accuracy, reliability or completeness by Allianz Global Investors Singapore Limited or its contractual partners.

    Opinions and any other contents on this website are provided by Allianz Global Investors Singapore Limited for personal use and informational purposes only and are subject to change without notice.

    Nothing contained in the website constitutes investment, legal, tax or other advice nor is to be relied on in making an investment or other decision. You should obtain relevant and specific professional advice before making any investment decision.


    No Warranty

    The information and opinions contained on the website are provided without any warranty of any kind, either expressed or implied, to the fullest extent pursuant to applicable law. Allianz Global Investors Singapore Limited further assumes no responsibility for, and makes no warranties that, functions contained on the website will be uninterrupted or error-free, that defects will be corrected, or that the website or the servers that make it available will be free of viruses or other harmful components.


    Liability Waiver

    Under no circumstances, including , but not limited to, negligence, shall Allianz Global Investors Singapore Limited be liable for any special or consequential damages that result from the access or use of, or the inability to access or use, the materials at the website.


    Linked Sites

    Allianz Global Investors Singapore Limited has not reviewed any websites which link to this website, and is not responsible for the contents of off-site pages linked to from this website or any other websites linked to this website. Following links to any off-site pages or other websites shall be entirely at your own risk.

    The only exception to the above is that Allianz Global Investors Singapore Limited will ensure that all our electronic prospectuses comply with the requirements for electronic prospectuses set out in the Guidelines on Offer of Securities made through the Internet issued by the Monetary Authority of Singapore.


    Copyright

    Copyright to this website is owned by Allianz Global Investors Singapore Limited. The copyrights of third parties are reserved. You may download or print a hard copy of individual pages and/or sections of the website, provided that you do not remove any copyright or other proprietary notices. Any downloading or other copying from the website will not transfer title of any software or material to you. You may not reproduce (in whole or part), transmit (by electronic means or otherwise), modify, hyperlink or use for any public or commercial purpose the website without the prior permission of Allianz Global Investors Singapore Limited.

    All trademarks, service marks and logos on this website are the property of Allianz Global Investors Singapore Limited and other third party proprietors where applicable. Nothing on this website shall be construed as granting any license or right to use any image, trademark, service mark or logo, and Allianz Global Investors Singapore Limited will enforce such rights to the full extent of applicable law.


    Money Laundering

    As a result of money laundering and other regulations, additional documentation for identification purposes may be required when you make your investment.


    Governing Law and Jurisdiction

    These Terms and Conditions governing Allianz Global Investors Singapore Limited's website shall be governed by and construed in accordance with the laws of the Republic of Singapore. By accessing this website's online services, you agree that in relation to any legal action or proceedings arising out of or in connection with these said terms and conditions, you hereby irrevocably submit to the jurisdiction of the courts of the Republic of Singapore.

    Approved for issue by Allianz Global Investors Singapore Limited, 79 Robinson Road, #09-03, Singapore 068897. Company Regn. No. 199907169Z.

    You may face minimal or no returns or suffer total loss of their investments if both the guarantor and the note issuer default.

     

Please indicate you have read and understood the Important Notice.