AI forces PE toward operational rigor

By early 2026, private equity had decisively shifted from financial engineering toward operational alpha, emphasizing day-one value creation and repeatable operational excellence as the primary drivers of returns in an environment where liquidity is scarce and public markets offer less reliable exit opportunities. This evolution is underscored by Limited Partners’ growing insistence on verified cash returns (DPI) over traditional metrics like TVPI or IRR, demanding concrete, repeatable models for generating cash outcomes rather than mere asset markups, as one investor put it, 'DPI doesn’t lie.'

General Partners have responded by professionalizing their operational capabilities, integrating multidisciplinary 'full potential diligence' that combines product, technical, and AI-driven assessments to underwrite executable operating plans immediately post-close. Firms like Bridge Growth Partners emphasize tighter underwriting and active portfolio management to navigate persistent valuation mismatches and AI-driven market uncertainties, with CEOs like Alok Singh noting that buyers remain cautious amid exit backlogs and evolving AI impacts.

Achieving target returns in this new paradigm demands materially higher earnings growth—often in the 10–12% range—coupled with rigorous execution against value creation plans, as higher financing costs and conservative leverage have raised the bar for operational performance. Leading firms invest heavily in talent, data infrastructure, and AI-enabled playbooks to close the 'alpha gap,' with some reporting dramatic operational improvements such as margin expansions of 1000 basis points or doubling growth, particularly in carve-outs and take-privates where operational levers are richest.

This operational rigor extends beyond acquisition to active portfolio management and disciplined capital deployment, which industry leaders credit for healthier deal markets and superior performance amid regulatory, tax, and AI-related risks. Aberdeen Investments highlights that returns are increasingly driven by asset quality, income resilience, and operational execution rather than valuation expansion, reinforcing the competitive moats of scale, process rigor, and verified cash outcomes as management companies face margin pressures from LP fee demands and rising operational costs.

By mid-2026, AI had become a transformative force in deal valuation and operational integration, enabling sponsors and strategic buyers to accelerate diligence and underwrite more ambitious synergies through rapid identification of procurement savings and operational efficiencies. This shift prompted private equity firms to increasingly view acquisitions not merely as financial transactions but as immediate opportunities for operational redesign and technology adoption, embedding AI-driven workflows and automation from day one to enhance portfolio value creation.

Despite AI-driven acceleration in deal preparation—reducing median preparation times globally from 14 to 12 days—private equity investors exhibited heightened selectivity amid valuation uncertainties introduced by AI disruption. As Don Zambarano of KPMG observed, firms concentrated capital on businesses with strong fundamentals and clear value creation paths, while Mehdi Khodadad of Sidley Austin highlighted a cautious market stance, with a 21% drop in North American buyout volume and a 32% decline in exits as buyers awaited clarity on AI’s winners and losers.

The technology sector, particularly software, faced a pronounced valuation reset due to AI-related concerns, with buyout volume plunging 78% year-on-year to $10.9 billion in 1H26 and a backlog of technology exits stalling deals in adjacent areas like healthcare IT. However, investors remained constructive on software assets demonstrating sustainable growth, valuation alignment, and positive AI impact, focusing on subsectors such as data infrastructure, automation, semiconductors, and tech-enabled services, as noted by Jeff Hammer of Moelis & Company.

Heightened AI-related uncertainties fostered a broader market reset characterized by increased due diligence rigor, longer transaction timelines, and a shift toward operational discipline and governance as competitive advantages. In Australia's marketing sector, for example, buyers demanded credible long-term AI value creation strategies beyond mere adoption, scrutinizing margins, delivery models, and management depth. This cautious environment contributed to a 29% year-on-year decline in deal volumes and a 48% drop in new platform investments, even as refinancing activity surged 125%, reflecting investors’ preference for working existing assets harder amid ongoing AI-driven market recalibration.

By mid-2026, strategic buyers have solidified their dominance in large-cap M&A, with Bain & Company reporting a 36% year-to-date increase in strategic M&A value and a more than 50% rise in deals exceeding $10 billion. This surge is driven by their focus on transformational acquisitions that enhance scale, resilience, and technological capabilities, prioritizing strategic value over traditional financial metrics. Unlike private equity firms, which face capital constraints and have seen a 9% decline in deal value through May due to cautious governance and financing challenges, strategic acquirers justify their aggressive dealmaking through operational synergies and long-term value creation.

Governance and operational discipline have become pivotal in shaping M&A success as acquirers navigate the complex 'winner’s paradox' of executing large-scale acquisitions while simultaneously implementing enterprise-wide AI transformation programs. Bain highlights how AI tools accelerate identification of procurement savings and commercial opportunities, enabling more ambitious synergy assumptions and faster deal preparation—Datasite data shows median preparation times dropping from 14 to 12 days globally. This integration of AI-driven transformation with disciplined governance not only enhances deal execution but also supports sustained long-term value creation.

The evolving regulatory landscape under the current administration further bolsters M&A activity, with the SEC adopting a more deal-friendly stance compared to its predecessor, facilitating approvals for major acquisitions previously deemed unlikely. This supportive governance environment, combined with improved alignment of valuation expectations between buyers and sellers post-pandemic, has revived stalled transactions and contributed to a robust M&A pipeline. Additionally, there is a marked shift toward acquiring high-quality assets with resilient cash flows rather than purely growth-oriented businesses, reflecting a broader market emphasis on operational discipline and sustainable value creation.

By mid-2026, private equity and venture capital markets are grappling with a structurally altered landscape marked by higher interest rates, lower valuations, and persistent macroeconomic uncertainties. As Scott Kleinman of Apollo observed, the industry is emerging from a 'lost decade' of cheap money that masked valuation risks, necessitating a pivot from reliance on multiple expansion toward disciplined asset selection and operational value creation. This recalibration is underscored by subdued exit environments and weaker short-term returns, with one-year IRRs falling below decade-long averages and real estate continuing to underperform due to post-pandemic repricing pressures. Consequently, firms and limited partners (LPs) alike are emphasizing patient investment horizons and rigorous capital allocation strategies to navigate this more selective and complex market.

The fundraising and capital deployment environment remains challenging, as LPs contend with overallocations stemming from the rapid and aggressive capital deployment during the 2021-2022 boom. Pete Stavros of KKR highlights that many LPs feel 'stretched' and overexposed to private markets, a sentiment compounded by the normalization of capital flows and a return to multi-year fundraising cycles after an abnormal post-COVID surge. This dynamic has slowed deal activity and exit markets significantly, especially in Europe and the US, where the number of bidders has shrunk from eight in peak years to just a few today. In response, firms like KKR are doubling down on disciplined, consistent deployment—targeting steady 20% annual fund deployment and avoiding market timing—to maintain resilience amid these headwinds.

The legacy of high valuations and cheap, often floating-rate debt from the 2020-2022 boom continues to weigh heavily on portfolio performance and exit prospects. Many deals executed at peak multiples now face expensive refinancing costs due to rising interest rates, pressuring returns and extending hold periods. Aberdeen’s analysis reinforces this environment as one where returns are increasingly driven by income generation and operational improvements rather than valuation expansion, with growing dispersion across assets and sectors. This shift elevates the importance of selectivity and operational discipline, as firms that maintained valuation discipline during the boom are positioned to outperform in a slower, more fragmented deal market.

Amid geopolitical volatility, regulatory changes, and AI-related risks, private equity is also adapting through enhanced governance and operational rigor. The 2026 midyear outlook from Debevoise & Plimpton notes that fundraising is increasingly concentrated among large, established managers who can demonstrate conviction in valuation and long-term value creation, often focusing on add-on acquisitions and smaller deals. This environment demands patient investment horizons and a disciplined approach to capital deployment, with institutional investors prioritizing capital return metrics like DPI over IRR as they seek liquidity amid overallocation concerns. Such strategic shifts reflect a maturing industry recalibrating to a 'higher-for-longer' interest rate regime and a more selective, value-driven market.

By mid-2026, private equity investors have honed in on growth-stage supply chain and logistics companies that balance appropriate leverage with technological innovation, recognizing that the right financial structure combined with AI adoption can unlock significant value despite market complexities. Firms like Lightsmyth and Thrive exemplify this trend, leveraging AI not merely for innovation's sake but to enhance customer service in increasingly complex environments, underscoring a strategic focus on operational excellence alongside financial prudence.

In the APAC marketing sector, private equity remains vigorously active yet markedly more selective, as evidenced by ongoing investments and the regional spotlight through the What’s NEXT in Marketing 2026 Conference Series spanning the Philippines, Singapore, Hong Kong, Indonesia, Malaysia, and Thailand. This selectivity reflects a broader strategic recalibration where investors prioritize marketing sub-sectors such as Marketing Services, Marketing Technology, Digital Services, and Data & Analytics, seeking resilient business models amid a competitive landscape.

Australia's marketing sector has witnessed a 57% surge in private equity transactions from 2024 to 2025, fueled by both domestic and international buyers—who comprised 55% of deals in 2025, up from 43% the previous year. This heightened activity is coupled with an intensified focus on companies demonstrating credible long-term AI strategies, robust margins, and defensible delivery models. As Julia Vargiu and Michael Chin highlight, operational discipline, strong governance, and experienced leadership have become decisive competitive advantages, raising the bar for new platform deals in this maturing market.