Key Takeaways
- • Spear's Magazine argues that AI tools able to perform much of the junior analyst work in private equity will prompt firms to cut the junior layer, threatening the apprenticeship model that trains future partners.
- • McKinsey reports the PE-owned company backlog is larger by value, number and share of portfolios than at any point in the past 20 years, and five-year rolling distributions relative to buyout AUM hit their lowest recorded level in 2025.
- • The column contends the industry's past returns relied on falling rates, cheap debt and multiple expansion rather than operational improvement, and that operating partners and deal sourcing often lack real influence or differentiation.
- • Family offices and wealthy investors should scrutinize cash returned to LPs rather than reported valuations, and separate earnings growth from leverage and multiple effects in manager track records.
Summary
A Spear's Magazine opinion piece asks whether private equity is about to get brutal, arguing that the industry faces pressure on several fronts at once. The author contends that artificial intelligence can already perform much of the work traditionally assigned to junior investors, including screening markets, analysing documents, building first-pass models, summarising diligence and producing investment papers. Because firms are expected to cut the junior layer to improve margins, the piece warns that the industry will need a new way to train future partners, since judgement has historically come from repetitive work, watching deals develop and making mistakes.
The column characterises the industry's recent success as dependent on favourable conditions, namely falling interest rates, cheap debt, rising valuation multiples and a steady supply of buyers. It argues that leverage and multiple expansion were mistaken for operational skill, and that a generation of investors has not experienced genuinely hostile markets. Citing McKinsey, the article says the backlog of PE-owned companies is larger by value, number and proportion of portfolios than at any point in the past 20 years, and that five-year rolling distributions relative to buyout assets under management reached their lowest recorded level in 2025. Limited partners have continued meeting capital calls while waiting for distributions from assets that should have been sold years ago.
The author also criticises several industry practices. Operating partners, though numerous, are described as often prevented from meaningful operational work, with deal partners retaining control of key decisions. Deal sourcing is portrayed as undifferentiated, with many funds bidding on the same companies through the same investment bankers, and commercial due diligence from large consultancies is said to provide validation more than challenge. The investment committee process is described as capable of either killing a bad deal or diffusing accountability. The article concludes that the next phase of PE will be determined by whether firms can genuinely improve pricing, sales productivity, working capital, technology and management quality, and advises family offices to focus on cash returned rather than reported valuations.
The column characterises the industry's recent success as dependent on favourable conditions, namely falling interest rates, cheap debt, rising valuation multiples and a steady supply of buyers. It argues that leverage and multiple expansion were mistaken for operational skill, and that a generation of investors has not experienced genuinely hostile markets. Citing McKinsey, the article says the backlog of PE-owned companies is larger by value, number and proportion of portfolios than at any point in the past 20 years, and that five-year rolling distributions relative to buyout assets under management reached their lowest recorded level in 2025. Limited partners have continued meeting capital calls while waiting for distributions from assets that should have been sold years ago.
The author also criticises several industry practices. Operating partners, though numerous, are described as often prevented from meaningful operational work, with deal partners retaining control of key decisions. Deal sourcing is portrayed as undifferentiated, with many funds bidding on the same companies through the same investment bankers, and commercial due diligence from large consultancies is said to provide validation more than challenge. The investment committee process is described as capable of either killing a bad deal or diffusing accountability. The article concludes that the next phase of PE will be determined by whether firms can genuinely improve pricing, sales productivity, working capital, technology and management quality, and advises family offices to focus on cash returned rather than reported valuations.
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