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AI boom delivers windfall gains for select PE firms amid broader industry pressures

Reported by Privateequitywire
Jun 16, 2026· 2 min read
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Key Takeaways
  • • Bain Capital's Kioxia investment is generating expected gains exceeding $15 billion with returns approaching 20x invested capital, driven by surging demand for AI-enabled memory chips following the company's 2018 carve-out from Toshiba.
  • • Top-tier PE firms including Bain Capital, Silver Lake, and KKR are capturing disproportionate value from AI infrastructure assets while broader PE portfolios face headwinds from legacy deal valuations and software sector disruption.
  • • KKR realized approximately 15x returns on its CoolIT Systems investment, demonstrating strong exit valuations for AI supply-chain infrastructure assets in the current market environment.
  • • Silver Lake's substantial stake in Dell Technologies has appreciated significantly alongside renewed investor demand for AI-related hardware, offsetting broader sector valuation pressures.
  • • Advent International is positioned to crystallize substantial gains from Innio, a General Electric power systems spinoff, as AI infrastructure demand drives valuations across complementary industrial assets.
Summary
A cohort of premier private equity firms has emerged as major beneficiaries of the AI-driven revaluation of technology and infrastructure assets, according to reporting from the Financial Times. While the broader PE landscape faces structural challenges—including elevated levels of unsold legacy positions and valuation compression in software investments vulnerable to AI disruption—select firms have captured exceptional returns by maintaining long-dated exposure to AI-enabling technologies and infrastructure.

Bain Capital's investment in Kioxia exemplifies this dynamic. The Japanese semiconductor manufacturer, originally separated from Toshiba in a landmark 2018 transaction, initially underperformed amid cyclical chip market volatility and a failed IPO attempt. However, the company has benefited dramatically from accelerating demand for memory chips underpinning AI infrastructure buildout. The position is now expected to generate gains exceeding $15 billion, with returns approaching 20 times invested capital—a return profile that far exceeds typical PE benchmarks and reflects the outsized revaluation of AI-adjacent assets.

Other prominent holdings have similarly appreciated. Silver Lake maintains a substantial stake in Dell Technologies that has appreciated markedly as investor enthusiasm for AI-related hardware demand has resurged, providing meaningful gains despite broader technology sector pressures. KKR has realized these gains through exit activity, recently generating approximately 15 times its invested capital from the sale of CoolIT Systems, a data-centre equipment supplier whose business model is directly aligned with AI infrastructure scaling requirements.

Beyond pure-play technology exposure, PE firms have also captured value in industrial and power systems assets positioned to support AI infrastructure expansion. Advent International is positioned to realize substantial gains from Innio, a power systems business originally carved from General Electric, as demand for energy-intensive AI computing infrastructure drives valuations across the complementary supply chain. These successes underscore a widening dispersion in PE returns, where conviction positions in AI infrastructure have dramatically outperformed legacy software and broader technology holdings facing demand uncertainty.

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Sources

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AlphaMaven summarised this story from the reporting below. Each link opens the original article.

Privateequitywire AI boom delivers windfall gains for select PE firms amid broader industry pressures