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The AI Ceiling: Why Tooling Keeps Outpacing the Operating Model ai adoption ai in pe change management governance operating model portco value creation Jul 13, 2026

The AI capability of available tools has improved by an order of magnitude over the past three years. The AI absorption capacity of mid-market portfolio companies has improved by perhaps thirty percen...

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Agentic Workflows in the Mid-Market: Where to Start, What to Skip agentic ai ai agents ai in pe mid-market operating model value creation workflow automation Jul 09, 2026

The conversation about AI in private equity has shifted in 2026. The earlier waves of copilot deployment, document summarization, and chatbot pilots have given way to a more ambitious framing. Agentic...

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Vertical AI Versus Horizontal AI: A Sponsor's Allocation Decision ai in pe horizontal ai portfolio strategy technology investment value creation vertical ai Jul 02, 2026

Private equity has spent eighteen months funding AI initiatives across portfolio companies, and a real allocation question is now coming into focus. Not whether to invest in AI. The question is no lon...

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The Information Hygiene Crisis: Why Most Portfolio Companies Are Not Ready for AI Yet ai in pe data discipline ebitda information hygiene operating partner portco value creation Jun 01, 2026

Every board meeting in 2026 contains the same scene. The chair turns to the CEO and asks the question that has now become ritual. What is your AI strategy? The CEO produces a slide. There is a vendor ...

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The Knowledge Engineer: Private Equity's Most Important Hire That No Firm Has Made Yet ai in pe knowledge management Apr 29, 2026

Walk into a typical mid-market private equity firm in 2026 and you will find a team that includes investment professionals, operating partners, finance and accounting staff, investor relations, and an...

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The Interpretive Era: Private Equity's Next Edge Is Not Financial : interpretive era ai in pe judgment value creation Apr 29, 2026

For most of the modern private equity era, the grammar of the business was financial. Price the asset correctly. Structure the deal cleanly. Layer in the right capital structure. Align management ince...

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Why Private Equity Is the Hardest Industry to Apply AI To ai in pe fund operations knowledge management value creation Apr 29, 2026

AI has produced visible step changes in several industries over the past five years. Insurance underwriting accuracy has improved measurably. Fraud detection in payments has gotten dramatically better...

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Designing the AI System a Mid-Market PE Firm Actually Needs ai in pe fund operations knowledge management technology value creation Apr 29, 2026

The most expensive sentence in private equity right now is, what is your AI strategy. Not because the question is wrong, but because the answer almost always describes a stack of vendor tools rather t...

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The Ghost in the Machine: When Not to Summon AI in Private Equity ai in pe Sep 17, 2025

A hard-nosed field guide for saying no to AI until it can actually move EBITDA, cash, or customer behavior

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Everyone is leaning into AI. That does not make every AI initiative smart. In a market wh...

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