How redemption pressure, AI disruption and stale pricing are testing a $2.3 trillion asset class

Private credit spent more than a decade as the most successful innovation in modern fixed income — a $2.3 trillion asset class built on the promise that yield, stability and patient capital could coexist. That promise is now being tested. Through 2026, redemption pressure on retail-facing vehicles, mounting evidence of stale valuations and concentrated exposure to sectors disrupted by artificial intelligence have together subjected the architecture of private credit to its first real credit cycle. What follows is an examination of how the asset class arrived at this moment, what is breaking, and what comes next.

What Is Private Credit

At its core, private credit refers to lending to companies outside of public bond markets and traditional bank loans. In this direct lending model, asset managers act as direct lenders, negotiating bilateral terms with borrowers without the involvement of banks or public markets. Unlike public bonds, these instruments are not traded on exchanges; they are illiquid assets held on the lender’s books until maturity. This bilateral structure gives private credit its defining characteristics: flexible deal terms, stronger covenant protections for lenders, and a higher yield in exchange for reduced liquidity.

The asset class is largely a product of the regulatory environment that followed the Global Financial Crisis of 2008. Basel III and subsequent bank capital rules significantly increased the cost of leveraged lending for traditional banks, which pulled back from the middle market. Asset managers stepped in to fill the gap, offering speed, flexibility and certainty of execution to borrowers that could no longer rely on banks. At the same time, institutional investors (pension funds, endowments and insurance companies) were searching for yield in a prolonged low-rate environment. Private credit offered exactly that.

Today, global assets under management stand at approximately $2.3 trillion and are projected to reach $4.5 trillion by 2030. Market influence is concentrated among a cohort of mega-managers — Apollo, Ares, Blackstone, Blue Owl, KKR and Partners Group whose origination platforms dominate deal flow.

Private credit reaches investors through two primary structures. Traditional closed-end funds lock up institutional capital for seven to ten years; these limited partners are patient by design and cannot request their money back during periods of market stress. More recently, semi-liquid retail vehicles, including Business Development Companies (BDCs), interval funds and evergreen structures, have opened the asset class to high-net-worth and affluent individuals through periodic redemption windows. The distinction matters. Institutional capital is stable and committed; retail capital is cycle-sensitive and prone to flight. The emergence of retail-facing vehicles introduces a structural liquidity mismatch — illiquid loans on the asset side, a more volatile investor base on the liability side. This tension, largely dormant during the expansion phase, is now being tested in real time.

Global Private Credit AUM ($T), 2010-2030F

Source: Preqin

How Private Credit Conquered Wall Street

Since 2010, the sector has grown more than fivefold, marketed on the promise of strong, stable and uncorrelated returns. The expansion was fuelled by three distinct growth engines. The first was the institutional wave: pension funds and endowments sought to match long-term liabilities with the illiquidity premium of private debt, and private credit delivered. The second was private equity symbiosis: as PE deal activity surged through the cheap-money era, sponsors required flexible financing for leveraged buyouts, and private credit became their preferred partner. The two industries grew in lockstep. The third, and most recent, is the retail wealth channel — the industry’s pivot toward the so-called “democratisation” of private assets, targeting affluent individuals through non-traded BDCs and interval funds. It is a new and largely untested frontier of capital.

The industry’s ambitions reached a peak when the U.S. government explored opening the $9 trillion corporate retirement system to private credit. The signal was clear: the addressable market was no longer just institutional dry powder, but the savings of the entire workforce.

Much of private credit’s appeal during this expansion was its apparent lack of volatility relative to public markets. Yet that stability was largely structural. Because the loans are floating-rate, they carry almost no interest rate duration, which is the primary driver of price swings in traditional bonds. And because these assets are valued infrequently through mark-to-model pricing rather than mark-to-market discovery, price movements are delayed. This dampened volatility made the asset class look uncorrelated with broader market chaos, encouraging even heavier allocations from risk-sensitive investors.

The conquest of Wall Street has produced an asset class unlike any of its predecessors and one whose architecture has yet to face a real credit cycle.

The Redemption Shock

The stress test arrived in 2026, and it arrived first through the redemption window. As macroeconomic conditions tightened and questions about borrower quality multiplied, retail-facing private credit vehicles registered the first significant wave of withdrawal requests in the asset class’s modern history. The architecture that had quietly absorbed capital for a decade was suddenly being asked to deliver liquidity at scale, and the strain became visible quickly.

The clearest evidence sits in public markets. Publicly traded vehicles that invest in private credit have, at times, traded materially below their reported net asset values. The divergence is more than a sentiment signal: it suggests that secondary markets are already pricing in losses that the underlying funds have yet to recognise. The gap between traded prices and reported NAVs has become one of the most reliable barometers of stress in the asset class.

Public Market Pricing vs. Q4 2025 NAV in Private Credit (%), March 2026

Source: Company filings; Yahoo Finance

The dynamic is particularly acute in semi-liquid structures, which offer investors periodic redemption opportunities at NAV. When investors believe valuations lag the true economic reality of the underlying loans, the expectation of forthcoming write-downs creates a powerful incentive to redeem early. Those who anticipate markdowns rationally seek to exit before losses are reflected in reported values, producing a first-mover advantage that intensifies outflow pressure on the funds. Redemption gates can slow forced selling, but they do not resolve and may even exacerbate the fundamental tension between liquidity promises on the liability side and illiquid loans on the asset side.

The redemption shock is not, in itself, the underlying problem. It is the catalyst forcing the deeper weaknesses of the asset class — concentrated bets, weakened underwriting and stale valuations — into open view.

Concentration Risk Meets Disruption

Stress in private credit markets is not simply cyclical but structural. It is rooted in the combination of two forces: fragility from sector concentration, and the rapid impact of technological disruption — particularly in software and services, a sector traditionally viewed as one of the most defensive within leveraged finance.

Software and Tech Concentration Across Credit Markets (%), February 2026

Source: J.P. Morgan Private Bank; Goldman Sachs

Public BDCs are significantly more concentrated in software and adjacent business services than public credit peers, with roughly 42% of portfolios exposed to these sectors versus just 14% in the U.S. high-yield market. This imbalance largely reflects the 2020–2022 buyout boom, when near-zero-cost capital and assumptions of resilient recurring cash flows drove aggressive allocations into growth-oriented sectors. What was once viewed as a defensive overweight now increasingly resembles a concentrated exposure to both AI disruption and refinancing pressure.

The first is rates. Loans originated under near-zero conditions are being refinanced or stress-tested in a higher-rate environment, compressing borrower coverage ratios and exposing the leverage embedded in deals underwritten on optimistic assumptions. The second, and more structural, is artificial intelligence. AI poses a direct threat to the business models of many software and services companies by automating the very processes that generated their recurring revenues.

Software Loan Repricing vs. Broader Leveraged Loan Market (Average Bid Price, % of Par), Dec 2025-Feb 2026

Source: PitchBook LCD; Morningstar LSTA

The revaluation is already visible in public markets. By late February 2026, software-linked leveraged loans had fallen roughly 4.3% from year-end levels, losing nearly four cents on the dollar and materially underperforming both the broader leveraged loan market and performing loans outside software. That decline alone was sufficient to help push broader leveraged loan indices into negative territory. The natural question is how far behind private credit portfolios are in this repricing process, given that their valuations are based on internal modelling and occur infrequently.

Evidence is emerging. JPMorgan’s recent decision to reduce its software-linked private credit collateral is a meaningful signal that lenders are beginning to reprice both credit risk and recovery assumptions. Such measures have second-order effects: they tighten lending standards, reduce refinancing options and increase the probability of borrower distress.

An important characteristic of private credit amplifies the risk: the asymmetric nature of the instrument. Partners Group has noted that average default rates of around 2.6% could double in sectors most exposed to AI disruption. Yet lenders receive only a fixed coupon, their potential losses far outweigh their potential gains. In effect, they are short optionality.

Forward-looking analysis from large financial institutions points to the magnitude of the problem. Morgan Stanley expects default rates to rise as high as 8%, while UBS has estimated that more than 25% of private credit exposure is concentrated in industries vulnerable to AI disruption. What appears to be a sectoral issue may well develop into a broader repricing of risk across the asset class.

Critically, the problem is not evenly distributed. The 2020–2022 vintage, which entered at the highest multiples and leverages, on covenant-lite terms and pre-AI underwriting assumptions, is likely to face the sharpest stress when refinancing or maturity arrives. Recent market turmoil is therefore not a passing phase, but a delayed reckoning in which concentration risk meets disruptive change, testing the assumptions that underpinned an entire era of capital deployment.

Weak Standards, Stale Prices and Hidden Risk

Beyond sector concentration, private credit carries vulnerabilities embedded in the very mechanics of how loans are originated, valued and reported. Years of capital inflows have intensified competition among lenders, gradually eroding underwriting discipline and obscuring the true level of risk in the system.

One of the clearest manifestations is the compression of credit spreads alongside a deterioration in borrower fundamentals. Lenders have accepted lower returns even as leverage has increased and interest coverage ratios have declined. In effect, investors are being compensated less for taking on greater risk. This is a shift that reflects both the abundance of capital seeking deployment and the pressure on managers to maintain deal flow in an increasingly crowded market.

Share of Debt with Interest Coverage Ratio Below 1 (%), 2019–2026

Source: IMF Global Financial Stability Report

Contractual protections have weakened in parallel. The growing prevalence of covenant-lite structures has reduced lenders’ ability to intervene early when borrower performance deteriorates. The increased use of payment-in-kind (PIK) mechanisms allows borrowers to defer interest payments by capitalising them into the loan balance. While such features can provide temporary flexibility, they also obscure underlying financial stress and delay its recognition. Borrowers can remain technically current on their obligations even as their capacity to generate cash deteriorates.

Valuation practices further complicate the picture. Private credit assets are typically valued at discrete intervals using internal models or third-party appraisals. The result is reported net asset values that can lag changes in market conditions or borrower performance. During periods of stress, the lag creates a disconnect between reported valuations and the economic reality of the underlying assets, which is the same disconnect that drives the redemption dynamics described above.

Additional layers of complexity arise from the increasing use of structured products that repackage private credit exposures for a wider investor base. Instruments such as rated note feeders allow investors, including insurers, to gain access to private credit through securities that carry investment-grade ratings. While these structures can enhance capital efficiency and broaden distribution, they also introduce opacity, particularly when underlying assets are not fully deployed or when risk is transformed through financial engineering.

Taken together, these factors raise questions about the measurement of credit risk within the private credit market. Reported default rates are often cited as evidence of resilience, yet they may understate the true level of stress. Practices such as maturity extensions, covenant waivers and payment deferrals can delay formal default classification, masking deterioration in borrower quality. When assessed using definitions more closely aligned with public markets, the level of distress would likely appear meaningfully higher.

These features dampen observed volatility during favourable conditions, reinforcing the perception that private credit is a low-volatility asset class. They also, however, increase the risk of more abrupt adjustments when underlying weaknesses are eventually recognised. The challenge for both investors and regulators is to address these structural issues before they translate into more significant disruptions within the broader financial system.

Systemic Exposure and the Regulatory Response

Whether the weaknesses described above amount to a systemic problem is now the central question facing regulators. The official answer, for now, is no. The market’s behaviour suggests otherwise.

Regulators have largely struck a reassuring tone. The Office of Financial Research has reported total bank and non-bank exposure to private credit at around $410–540 billion, or roughly 3.3–4.3% of U.S. banks’ total loan portfolios as of 2024, indicating a footprint too small, on its own, to threaten financial stability. SEC Chair Paul Atkins has explicitly argued that private credit does not currently constitute a systemic risk, and the U.S. Department of Labor has gone further still, proposing a rule that would give 401(k) investors broader access to alternative assets including private credit. The official posture, in other words, is openness rather than caution.

US Bank Exposure to Private Credit ($bn), 2024

Source: Office of Financial Research; Federal Reserve

Yet institutional traders are positioning differently. The Financial Times has reported that Wall Street banks are actively hedging private credit exposure through credit default swaps, following the launch of the CDX Financials index by S&P Global, which includes vehicles run by private credit funds and other financial groups. When the largest banks are buying protection on an asset class regulators describe as benign, the gap between the official narrative and the market’s revealed preference becomes hard to ignore.

The likeliest explanation lies not in direct bank exposure, which is genuinely contained, but in the insurance channel. Over the last decade, insurers have meaningfully increased their allocation to alternative assets, while Apollo and KKR have expanded directly into the insurance sector through acquisitions. A Moody’s Ratings survey estimated that one-third of U.S. life insurers’ assets were allocated to private credit at the end of 2024. That makes insurers both the asset class’s largest committed buyer and the most plausible transmission mechanism if losses materialise. It is not a coincidence that the Financial Times has reported upcoming discussions between the U.S. Treasury and domestic and international insurance regulators over precisely these risks.

The systemic question, then, is less about size than about plumbing. Private credit is not large enough to cause a crisis on its own, but it is now deeply enough wired into the regulated insurance sector that stress in one would be felt in the other. Whether or not the asset class formally crosses a threshold for systemic concern, the market’s growing willingness to hedge against it suggests the question has already been answered in practice.

Reset, Reform or Reckoning? The Road Ahead

Distressed investors are beginning to circle with unusual conviction. Victor Khosla of Strategic Value Partners has described the current environment as the “biggest opportunity since 2008,” while Andrew Milgram of Marblegate has gone further still, calling it the greatest opportunity of his career. Their optimism is not rhetorical. Underlying credit quality has clearly deteriorated: the proportion of U.S. leveraged loans with stressed interest coverage has roughly doubled since 2019, to about one-third of the market. A significant share of borrowers is now struggling to service their debt, which is a classic precondition for a distressed cycle.

Yet this emerging stress sits alongside a powerful structural case in favour of the asset class. Private credit finances middle-market U.S. businesses — firms that collectively employ around 48 million people and that often fall between the cracks left by public bond markets and post-Basel banks. That role is economically real. And whatever the systemic debate ultimately concludes, the architecture of the asset class is designed so that losses fall on sophisticated institutional investors rather than on taxpayers, which is a distinction that, more than any other, separates this cycle from 2008.

The European context adds another layer of complexity. Mario Draghi’s recent report estimated that Europe needs roughly €800 billion per year to finance priorities such as the green transition, defence and AI infrastructure. In theory, private credit could help bridge that funding gap. In practice, the allocation has been heavily skewed: about 89% of European private credit flows into private-equity-backed transactions rather than directly supporting the broader real economy. The issue, then, is not the quantity of private credit but its direction. Europe may need more private credit but of a different kind, one that reaches productive sectors beyond leveraged buyouts.

Against this backdrop, a reform agenda is beginning to take shape and it tracks closely with the weaknesses identified above. On valuation, proposals to move from quarterly to monthly or even daily NAV reporting aim to close the lag that has so distorted incentives in semi-liquid vehicles, and industry initiatives such as the Apollo–ICE data platform are pushing toward better price discovery. On underwriting, the boom-era reliance on PIK structures and covenant-lite terms is coming under pressure as managers compete on discipline rather than on deal flow. On supervision, regulators are exploring closer cross-border coordination, particularly on insurers’ exposure to the asset class.

The Financial Times editorial board has framed the current moment as a potential “healthy reset.” In this view, rising defaults are not merely a threat but a mechanism: they flush out poorly allocated capital, expose weak underwriting and restore discipline to the market. Cycles of excess and correction are, after all, a recurring feature of financial innovation.

That leaves the central tension on which the future of the asset class turns. The fundamental value proposition of private credit remains intact: it provides patient, flexible capital to borrowers underserved by traditional channels. That role is economically meaningful and, in many ways, indispensable. The open question is whether the industry uses this moment of stress as an opportunity to mature, improving transparency, discipline and capital allocation, or whether it follows a more familiar path, becoming another chapter in finance’s long cycle of innovation, exuberance and eventual retrenchment. 

Written by:

• Maria Chasovnikova
• Claudio Di Nubila
• Demet Coskun
• Viola Castoldi
• Davide Marsetti
• Andrea Rusconi
• Niccolò Zucchini
• Viola Bidasio