Exit math is broken for pandemic vintages.

THE CARRY

1. Cross-Podcast Themes

Broken exit math is forcing limited partners to manufacture their own liquidity

Limited partners are being forced to manufacture their own liquidity because private equity spent five years underwriting deals into an economic reality that vanished. Between 2018 and 2022, sponsors poured trillions into assets at peak multiples and financed them with zero rate floating debt. Scott Ramsower on Capital Allocators notes that those capital structures are stranded. Buyers simply cannot replicate the original debt terms to take out the current owners. This structural trap leaves sponsors unable to sell to strategic buyers or pass assets to other financial sponsors at acceptable valuations, cutting off natural distributions to institutions. “The 2018 to 2022 vintages deployed capital in a low-rate, high-multiple environment. They were not able to exit those deals in time, and that environment no longer exists. The math doesn't work on exits.”▶ 30:20

Institutional limited partners can no longer wait for general partners to unfreeze the market. Annual distributions from buyout portfolios have dropped from a historical average of 20 percent of prior year net asset value down to roughly 10 percent. John Kettnich detailed the fallout on Secondaries Investor: Second Thoughts, pointing out that the traditional passive allocation model broke completely under this strain. To manufacture the cash they need to fund capital calls, institutions are skipping deep discount portfolio sales and backing structured liquidity tools like collateralized fund obligations. “LPs in the last four plus years have faced distributions coming in at around half of what a normalized year should be, right? So closer to 10% than the historical 20% of prior year NAV.”▶ 18:07

Corporate carve-outs demand hard operational improvements to generate returns

The playbook of buying high, loading cheap debt, and riding valuation tailwinds has expired. Anuj Ranjan told Dry Powder that returns now require hard operational gains rather than financial engineering. Institutional capital allocators are aggressively shrinking manager rosters and shifting capital toward heavy industrial services. Brookfield targets complex cross border carve outs because unglamorous industrial units actually offer room to improve margins when isolated from their corporate parents. “In a higher inflation rate, interest rate environment, you cannot just count on growth. You can't just count on multiple expansion. You can't just bet thematically that something's going to grow. Private equity has to roll up their sleeves and actually run businesses better to generate returns.”▶ 9:54

Extracting returns from those carve-outs requires tearing down pro forma fictions and rebuilding the target's operating infrastructure. Sellers habitually hand over financial packages showing adjusted contribution margins that magically exclude corporate overhead. On the Private Equity Funcast, Kevin Gorman warned that buyers must execute hard operational improvements to replace the shared services missing from the ledger. Standard quality of earnings reports fail completely in these scenarios because accounting firms audit what was recorded, but dealmakers have to physically build the unassigned labor and technology systems that previously sat on the parent balance sheet. Generating a return depends entirely on how efficiently a sponsor can stand up those missing operational functions. “The onus is on the seller, the parent, to present you with some sort of financial package.”▶ 10:24

Artificial intelligence implementations frequently create more expensive problems

Deploying machine models in due diligence frequently creates more expensive problems than it solves. ParkerGale tried using software to extract change of control terms and assignment rights across hundreds of customer contracts during a corporate carve out. The speed was immediate, but the context sprawl was devastating. Kevin Gorman explained on the Private Equity Funcast that one technical diligence output ballooned into a forty page spreadsheet matrix. External law firms, billing by the hour, then had to review the entire unedited output. Without an operational filter between the machine generation and outside counsel, automated text extraction just inflates legal bills. Watch full episode

Asset managers looking to cut back office headcount with automated systems are similarly misjudging the risk. Christopher Donahue told How I Invest that firing customer service staff to boost EBITDA margins ignores direct fiduciary exposure. Federated Hermes shifted from sampling random customer calls to automatically grading every interaction, but they kept the human managers in place to handle targeted coaching. In financial services, the downside cost of an automated compliance error immediately dwarfs whatever salary savings a sponsor models in the first hundred days. “Cuz efficiency means FTE, I'm dead. Quality means, 'Ooh, I could do it better.'”▶ 24:57

2. Best Of the Week

Capital Allocators: Scott Ramsower warns that rolling a portfolio company into a continuation vehicle often increases absolute dollar fees even when the headline percentage rate drops, creating a severe cost basis trap for LPs. Read more.

Dry Powder: Brookfield Private Equity CEO Anuj Ranjan argues that tech investors ignore basic physics when underwriting AI, noting that power deficits will only worsen because efficiency gains never actually reduce net electricity consumption. Read more.

Fund Shack: Adam Turtle points out that the denominator effect is dead because public equities are trading near record highs, meaning LP reluctance to commit capital is deliberate manager selection rather than a mechanical cash constraint. Read more.

How I Invest: Matthew Harris expects foundation model labs to crush software wrappers by building vertical applications themselves, pushing Bain Capital Ventures to back AI native services that do actual labor rather than sell seat licenses. “And one element of defensibility is to move out of application layer applied AI and into actually doing the work.”▶ 15:40 Read more.

M&A Science: Michael Guptan avoids fast moving investment bank auctions entirely unless his team spent a year building a target relationship, noting that compressed timelines force buyers to strip out necessary integration budgets and price strictly for perfection. Read more.

Private Equity Funcast: Ryan Milligan observes that target executives in corporate carve outs naturally become agents for the transaction, using their operational knowledge to help buyers challenge unreasonable transition service terms set by their own corporate parent. Read more.

Secondaries Investor: Second Thoughts: Adrian Millan sees institutional sellers increasingly running dual track processes, benchmarking outright portfolio sales against the lower capital costs of collateralized fund obligations before deciding whether to take a clean break. Read more.

3. Most Quotable

"The truth is we're not in a period where there's a massive capital squeeze. There's no denominator effect."

Adam Turtle on Fund Shack · Nov 5, 2026. A blunt rejection of the industry consensus that limited partners are simply tapped out and waiting for liquidity.

"The companies that end up being massively valuable are overvalued, quote-unquote, at every round."

Matthew Harris on How I Invest · Nov 3, 2026. A reminder that traditional private equity multiple discipline systematically filters out generational venture assets.

"My concern with a 12% hurdle, if you look at the average performance right now to say for example a 2021 fund... It's 10%."

Adam Turtle on Fund Shack · Nov 5, 2026. Highlighting the exact mathematical trap LPs build for themselves when demanding structurally impossible preferred returns.

Bottom Line: Deal teams cannot rely on multiple expansion to cover up sloppy underwriting, and LPs are learning that synthetic liquidity comes with hidden fee traps.