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Beyond the Past and Before the Future: Interpreting the Present State of Artificial Intelligence in Private Markets

September 23, 2025 | 5 min read

Scott Voss

Managing Director,
Senior Market Strategist

A provocation worth consideration

At the Paris AI Action Summit this past February, Dario Amodei, CEO of AI superpower Anthropic, offered a striking analogy: As early as 2026 or 2027, AI systems will be “akin to an entirely new state populated by highly intelligent people appearing on the global stage—a ‘country of geniuses in a datacenter’—with the profound economic, societal, and security implications that would bring.” If this is true, I wonder if this “AI nation” will have a seat at the table when and if we need to renegotiate sovereignty, trade, governance, or climate policy? And which large language model will inform its worldview?

Flies on the walls of our investment committee meetings can hear us regularly debate the future state of AI. The tone may be less theatrical, but the questions are no less consequential:

  1. How do we best give our investors access to what is one of the most transformational innovation cycles in history?
  2. How do we contemplate business models that are sound and relevant today but may be obsolete tomorrow?
  3. How do we balance our fiduciary duty to generate returns with our responsibility to consider the broader societal implications of the AI transformation we are helping to fund?

Contemplating our answers to these types of questions can guide how we interpret recent AI deal activity and help us understand how its key players are positioning themselves for a vastly different future state.

Deal activity as a mirror of the present

AI today is propelled by extraordinary momentum—powered by surging funding, early consolidation, strategic partnerships, and a race to define what this massive innovation cycle will become. To understand where we are going, let us remind ourselves where we have been.

Five years ago, AI was a $50 billion curiosity. Today, adjacent sectors are approaching a $1 trillion market size, accelerated by the “ChatGPT moment” in November 2022 and catalyzed by funding from large cap incumbents as well as an intensely competitive venture investment environment and unprecedented venture investment activity.

  • VC invested over $100 billion into this massive innovation cycle in 2024 alone; a figure we could see double in 2025.
  • JPMorgan projects that in 2025, major hyperscalers will spend around $300 billion on AI infrastructure, a staggering leap from years prior.
  • Morgan Stanley estimates generative AI could contribute up to $10 trillion in global GDP, challenging the zero-sum game theory, and driving towards potentially a $3-$5 trillion market over the coming decade(s). (Note: this is a projection—not yet realized.)

This rapid scaling raises urgent questions about concentration of AI capabilities and their broader societal distribution. I see several key factors currently influencing capital market activity.

Investors have shown an unrelenting appetite for foundational models

Market dynamics are being reshaped at unprecedented speed, with AI companies setting new records in venture financing.

OpenAI’s $40 billion private market raise earlier this year meaningfully surpassed Saudi Aramco’s record $25.6 billion public market raise from 2019, signaling a seemingly insatiable demand for foundational AI models, regardless of whether it is funded by the public or the private markets.

Anthropic has nearly tripled its valuation in a relative blink of an eye, ballooning from $61.5 billion in March to $183 billion in September following a recent $13 billion round. The company’s run-rate revenue soared from circa $1 billion to over $5 billion in just a few months.

As these foundational models become more powerful and concentrated among fewer players, questions of access and governance become increasingly pressing. Nevertheless, this momentum is generating—or even forcing—complementary strategic initiatives across the ecosystem.

Strategic dealmaking is the new race

Meta’s acquisition of a 49% stake in Scale AI underscores a strategic pivot to secure both next-gen data infrastructure and AI talent—essential ingredients for “data at scale” in generative AI leadership. It also proves if Meta’s original path of “build for the future” was giving ground to the competition, they have quickly pivoted to “buy for the future” to find the way back to a position of advantage. The current debate, though, is whether this marriage of convenience—or perhaps even necessity—will endure.

Alphabet’s proposed $32 billion acquisition of Wiz underscores the rising importance of AI-native security. As AI becomes deeply embedded, platforms that guard the trust layer become essential. Now we must watch to see if this proposed acquisition makes it past the regulators. For Wiz, with a 10% break-up fee as part of the prenup, this proposal was worth accepting the risk of running the regulatory gauntlet.

The AI enablement of incumbents through M&A

ServiceNow’s $2.8 billion acquisition of Moveworks signals how conversational AI is being woven into enterprise workflow. Siemens’ $5.1 billion purchase of Dotmatics shows AI’s transformative impact on R&D and product innovation. In both cases the catalyst was AI enablement.

Initial market skepticism, reflected in immediate stock price declines following both announcements, has given way to analyst endorsement and subsequent equity recovery. I believe this suggests growing institutional confidence in AI-enabled acquisition strategies.

Innovation capital is flowing into companies that predate the viral “ChatGPT moment,” emphasizing that foundational work driven by the venture market has been in motion for years. For many of these AI-native companies founded nearly a decade ago, ChatGPT was the unlock for the elusive product market fit that all startups are in search of.

As AI becomes embedded in enterprise workflows and R&D processes, the ripple effects on employment and innovation patterns deserve careful consideration.

The startup-over-incumbent thesis

Two years ago, as I contemplated the anti-trust-driven deconstruction of the large cap tech incumbents protected by their walled gardens, I assumed private equity would play a role in this deconstruction. I did not anticipate the facilitators could be the well-funded venture backed startups.

Perplexity’s unverified $32 billion bid to acquire Chrome speaks to a new thesis: owning advanced AI-driven interfaces could shift how users discover and interact with information—flipping the script on tech incumbents.

Or, from a Perplexity point of view, perhaps this was an attempt at generating an intentional AI hallucination with no expectation of conversion, reinforcing the belief that “all news is good news.”

Adversaries turned allies

Meta and Alphabet’s $10 billion cloud computing partnership—an unexpected alliance between rivals—reflects the shared imperative to build AI infrastructure collaboratively, reinforcing that building the future may require unprecedented cooperation.

This reminds me of a tactic in Sun Tzu’s Art of War, whereby one uses strategy, diplomacy, and intelligence in the form of temporary and pragmatic measures to achieve mutual objectives. It will be interesting to see if other partnerships emerge among long-time adversaries as they contemplate how to fend off a very worthy list of new entrants.

While such collaboration may accelerate AI development, it also underscores the importance of ensuring these alliances serve broader innovation ecosystems, not just incumbent interests.

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Transitioning back to the future

As we reflect on these market dynamics from our investment committee discussions, much of what we are seeing is unprecedented. In the spirit of Dario Amodei’s provocation, today’s strategic acquirers are not discovering new continents—they are building them. Each $40 billion OpenAI round, each Meta partnership, each Siemens acquisition is less about claiming existing territory and more about constructing the very infrastructure upon which tomorrow’s economy will operate.

For investors, this presents both unparallelled opportunity and profound responsibility. The companies we back today, whether emerging AI natives or incumbents pivoting toward intelligence, are not merely building products. They are potentially architecting the foundational systems that will govern commerce, creativity, and human interaction for decades to come.

We, as a society, still have the opportunity to shape this vastly different future state and the opportunity for all of us to successfully evolve into it. We need to take that responsibility very seriously. The question for our industry is not simply how to generate returns from this transformation — it is how to ensure that the future we are funding serves not just shareholders, but society itself. Because these will be the rules of the game that we all need to live by.

Disclosure

HarbourVest Partners, LLC (“HarbourVest”) is a registered investment adviser under the Investment Advisers Act of 1940. This material is solely for informational purposes; the information should not be viewed as a current or past recommendation or an offer to sell or the solicitation to buy securities or adopt any investment strategy.  In addition, the information contained in this document (i) may not be relied upon by any current or prospective investor and (ii) has not been prepared for marketing purposes. In all cases, interested parties should conduct their own investigation and analysis of information set forth herein and consult with their own advisors. HarbourVest has not acted in any investment advisory, brokerage or similar capacity by virtue of supplying this information.  The opinions expressed herein represent the current, good faith views of the author(s) at the time of publication, are not definitive investment advice, and should not be relied upon as such. This material has been developed internally and/or obtained from sources believed to be reliable; however, HarbourVest does not guarantee the accuracy, adequacy or completeness of such information. The information is subject to change without notice and HarbourVest has no obligation to update you.  There is no assurance that any events or projections will occur, and outcomes may be significantly different than the opinions shown here. This information, including any projections concerning financial market performance, is based on current market conditions, which will fluctuate and may be superseded by subsequent market events or for other reasons. The information contained herein must be kept strictly confidential and may not be reproduced or redistributed in any format without the express written approval of HarbourVest. 

 

 

 

Professional Investor Definition

“Professional Investor” under the Securities and Futures Ordinance (Cap. 571 of the Laws of Hong Kong) (the “SFO”) and its subsidiary legislation) means:

(a) any recognised exchange company, recognised clearing house, recognised exchange controller or recognised investor compensation company, or any person authorised to provide automated trading services under section 95(2) of the SFO;

(b) any intermediary, or any other person carrying on the business of the provision of investment services and regulated under the law of any place outside Hong Kong;

(c) any authorized financial institution, or any bank which is not an authorised financial institution but is regulated under the law of any place outside Hong Kong;

(d) any insurer authorized under the Insurance Ordinance (Cap. 41 of the Laws of Hong Kong), or any other person carrying on insurance business and regulated under the law of any place outside Hong Kong;

(e) any scheme which-

(i) is a collective investment scheme authorised under section 104 of the SFO; or

(ii) is similarly constituted under the law of any place outside Hong Kong and, if it is regulated under the law of such place, is permitted to be operated under the law of such place,

or any person by whom any such scheme is operated;

(f) any registered scheme as defined in section 2(1) of the Mandatory Provident Fund Schemes Ordinance (Cap. 485 of the Laws of Hong Kong), or its constituent fund as defined in section 2 of the Mandatory Provident Fund Schemes (General) Regulation (Cap. 485A of the Laws of Hong Kong), or any person who, in relation to any such registered scheme, is an approved trustee or service provider as defined in section 2(1) of that Ordinance or who is an investment manager of any such registered scheme or constituent fund;

(g) any scheme which-

(i) is a registered scheme as defined in section 2(1) of the Occupational Retirement Schemes Ordinance (Cap. 426 of the Laws of Hong Kong); or

(ii) is an offshore scheme as defined in section 2(1) of that Ordinance and, if it is regulated under the law of the place in which it is domiciled, is permitted to be operated under the law of such place,

or any person who, in relation to any such scheme, is an administrator as defined in section 2(1) of that Ordinance;

(h) any government (other than a municipal government authority), any institution which performs the functions of a central bank, or any multilateral agency;

(i) except for the purposes of Schedule 5 to the SFO, any corporation which is-

(i) a wholly owned subsidiary of-

(A) an intermediary, or any other person carrying on the business of the provision of investment services and regulated under the law of any place outside Hong Kong; or

(B) an authorized financial institution, or any bank which is not an authorised financial institution but is regulated under the law of any place outside Hong Kong;

(ii) a holding company which holds all the issued share capital of-

(A) an intermediary, or any other person carrying on the business of the provision of investment services and regulated under the law of any place outside Hong Kong; or

(B) an authorized financial institution, or any bank which is not an authorised financial institution but is regulated under the law of any place outside Hong Kong; or

(iii) any other wholly owned subsidiary of a holding company referred to in subparagraph (ii); or

(j) any person of a class which is prescribed by rules made under section 397 of the SFO for the purposes of this paragraph as within the meaning of this definition for the purposes of the provisions of the SFO, or to the extent that it is prescribed by rules so made as within the meaning of this definition for the purposes of any provision of the SFO.

The first of such classes of additional “professional investor”, under the Securities and Futures (Professional Investor) Rules (Cap. 571D of the Laws of Hong Kong), are:

(k) any trust corporation (registered under Part VIII of the Trustee Ordinance (Cap. 29 of the Laws of Hong Kong) or the equivalent overseas) having been entrusted under the trust or trusts of which it acts as a trustee with total assets of not less than HK$40 million or its equivalent in any foreign currency at the relevant date (see below) or-

(i) as stated in the most recent audited financial statement prepared-

(A) in respect of the trust corporation; and

(B) within 16 months before the relevant date;

(ii) as ascertained by referring to one or more audited financial statements, each being the most recent audited financial statement, prepared-

(A) in respect of the trust or any of the trust; and

(B) within 16 months before the relevant date; or

(iii) as ascertained by referring to one or more custodian (see below) statements issued to the trust corporation-

(A) in respect of the trust or any of the trusts; and

(B) within 12 months before the relevant date;

(l) any individual, either alone or with any of his associates (the spouse or any child) on a joint account, having a portfolio (see below) of not less than HK$8 million or its equivalent in any foreign currency at the relevant date or-

(i) as stated in a certificate issued by an auditor or a certified public accountant of the individual within 12 months before the relevant date; or

(ii)  as ascertained by referring to one or more custodian statements issued to the individual (either alone or with the associate) within 12 months before the relevant date;

(m) any corporation or partnership having-

(i) a portfolio of not less than HK$8 million or its equivalent in any foreign currency; or

(ii) total assets of not less than HK$40 million or its equivalent in any foreign currency, at the relevant date, or as ascertained by referring to-

(iii) the most recent audited financial statement prepared-

(A) in respect of the corporation or partnership (as the case may be); and

(B) within 16 months before the relevant date; or

(iv) one or more custodian statements issued to the corporation or partnership (as the case may be) within 12 months before the relevant date; and

(n) any corporation the sole business of which is to hold investments and which at the relevant date is wholly owned by any one or more of the following persons-

(i) a trust corporation that falls within the description in paragraph (k);

(ii) an individual who, either alone or with any of his or her associates on a joint account, falls within the description in paragraph (k);

(iii) a corporation that falls within the description in paragraph (m);

(iv) a partnership that falls within the description in paragraph (m).

For the purposes of paragraphs (k) to (n) above:

  • “relevant date” means the date on which the advertisement, invitation or document (made in respect of securities or structured products or interests in any collective investment scheme, which is intended to be disposed of only to professional investors), is issued, or possessed for the purposes of issue;
  • “custodian” means (i) a corporation whose principal business is to act as a securities custodian, or (ii) an authorised financial institution under the Banking Ordinance (Cap. 155 of the Laws of Hong Kong); an overseas bank; a corporation licensed under the SFO; or an overseas financial intermediary, whose business includes acting as a custodian; and
  • “portfolio” means a portfolio comprising any of the following (i) securities; (ii) certificates of deposit issued by an authorised financial institution under the Banking Ordinance (Cap, 155 of the Laws of Hong Kong) or an overseas bank; and (iii) except for trust corporations, cash held by a custodian.

Institutional Investor / Accredited Investor Definition

An institutional investor as defined in Section 4A of the SFA and Securities and Futures (Classes of Investors) Regulations 2018 is:

(a) the Singapore Government;

(b) a statutory board as may be prescribed by regulations made under section 341 of the SFA, as prescribed in the Second Schedule of the Securities and Futures (Classes of Investors) Regulations 2018;

(c) an entity that is wholly and beneficially owned, whether directly or indirectly, by a central government of a country and whose principal activity is —

(i) to manage its own funds;

(ii) to manage the funds of the central government of that country (which may include the reserves of that central government and any pension or provident fund of that country); or

(iii) to manage the funds (which may include the reserves of that central government and any pension or provident fund of that country) of another entity that is wholly and beneficially owned, whether directly or indirectly, by the central government of that country;

(d) any entity —

(i) that is wholly and beneficially owned, whether directly or indirectly, by the central government of a country; and

(ii) whose funds are managed by an entity mentioned in sub‑paragraph (c);

(e) a bank that is licensed under the Banking Act 1970;

(f) a merchant bank that is licensed under the Banking Act 1970;

(g) a finance company that is licensed under the Finance Companies Act 1967;

(h) a company or co‑operative society that is licensed under the Insurance Act 1966 to carry on insurance business in Singapore;

(i) a company licensed under the Trust Companies Act 2005;

(j) a holder of a capital markets services licence;

(k) an approved exchange;

(l) a recognised market operator;

(m) an approved clearing house;

(n) a recognised clearing house;

(o) a licensed trade repository;

(p) a licensed foreign trade repository;

(q) an approved holding company;

(r) a Depository as defined in section 81SF of the SFA;

(s) a pension fund, or collective investment scheme, whether constituted in Singapore or elsewhere;

(t) a person (other than an individual) who carries on the business of dealing in bonds with accredited investors or expert investors;

(u) a designated market‑maker as defined in paragraph 1 of the Second Schedule to the Securities and Futures (Licensing and Conduct of Business) Regulations;

(v) a headquarters company or Finance and Treasury Centre which carries on a class of business involving fund management, where such business has been approved as a qualifying service in relation to that headquarters company or Finance and Treasury Centre under section 43D(2)(a) or 43E(2)(a) of the Income Tax Act 1947;

(w) a person who undertakes fund management activity (whether in Singapore or elsewhere) on behalf of not more than 30 qualified investors;

(x) a Service Company (as defined in regulation 2 of the Insurance (Lloyd’s Asia Scheme) Regulations) which carries on business as an agent of a member of Lloyd’s;

(y) a corporation the entire share capital of which is owned by an institutional investor or by persons all of whom are institutional investors;

(z) a partnership (other than a limited liability partnership within the meaning of the Limited Liability Partnerships Act 2005) in which each partner is an institutional investor.

An accredited investor as defined in Section 4A of the SFA and Securities and Futures (Classes of Investors) Regulations 2018 is:

(i)  an individual —

(A) whose net personal assets exceed in value $2 million (or its equivalent in a foreign currency) or such other amount as the Authority may prescribe in place of the first amount;

(B) whose financial assets (net of any related liabilities) exceed in value $1 million (or its equivalent in a foreign currency) or such other amount as the Authority may prescribe in place of the first amount, where “financial asset” means —

(BA) a deposit as defined in section 4B of the Banking Act 1970;

(BB) an investment product as defined in section 2(1) of the Financial Advisers Act 2001; or

(BC) any other asset as may be prescribed by regulations made under section 341; or

(C) whose income in the preceding 12 months is not less than $300,000 (or its equivalent in a foreign currency) or such other amount as the Authority may prescribe in place of the first amount;

(ii)  a corporation with net assets exceeding $10 million in value (or its equivalent in a foreign currency) or such other amount as the Authority may prescribe, in place of the first amount, as determined by —

(A) the most recent audited balance sheet of the corporation; or

(B) where the corporation is not required to prepare audited accounts regularly, a balance sheet of the corporation certified by the corporation as giving a true and fair view of the state of affairs of the corporation as of the date of the balance sheet, which date must be within the preceding 12 months;

(iii) A trustee of a trust which all the beneficiaries are accredited investors; or

(iv) A trustee of a trust which the subject matter exceeds S$10 million; or

(v) An entity (other than a corporation) with net assets exceeding S$10 million (or its equivalent in a foreign currency) in value. “Entity” includes an unincorporated association, a partnership and the government of any state, but does not include a trust; or

(vi) A partnership (other than a limited liability partnership) in which every partner is an accredited investor; or

(vii) A corporation which the entire share capital is owned by one or more persons, all of whom are accredited investors.

Continuation solutions encompass a host of transaction types in which a GP secures interim liquidity and/or additional primary capital for their LPs in a strongly performing asset, or set of assets, that the GP will continue to own and control. Specifically, they include continuation funds, new funds created by GPs for the purpose of acquiring the asset(s) that continue to be managed by the same GP and capitalized by one or several secondary buyers, or equity recapitalizations involving a direct equity or structured equity investment into a portfolio company. These transactions can also include a parallel investment from the GP’s latest fund into that same pool of assets (a “cross-fund trade”).