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Capital Stack Diagnostics: A Framework for Asset Allocators
A modern illustration of capital stack diagnostics — aligning institutional capital with fund architecture, tranche design, and payout priorities. A GP once walked us through a 41% IRR. The arithmetic held and was also largely a function of a NAV credit line (once you traced it) that had deferred capital calls long enough to squeeze the denominator, sitting on top of exits that were paper mark-ups with no cash behind them. Nothing in the deck was false and perhaps that was th

Gaurav Shah
9 min read


Institutional Diligence in Frontier Tech: A Buy-Side Playbook
Institutional diligence in frontier sectors like agentic AI and quantum relies on decoding technical claims, execution deltas, and capital stack risk We advised a client against a growth round in enterprise AI. The product worked and te demo was genuinely impressive. What stopped us was a slide, a wall of forty-odd enterprise logos under the heading "Customers." So we asked a boring question: how many of these are paid production contracts rather than pilots? The number came

Gaurav Shah
10 min read


Rethinking Fund Strategy: Operator-Led vs. Consultant-Led Approaches
Contrasting lenses: Consultant-led strategy vs. operator-led execution in dynamic fund environments. A US climate fund came to us struggling to raise its third vintage. The strategy document was thorough. It had been produced by a well-regarded firm, it was internally consistent, and LPs were not buying it. The problem sat somewhere that document never looked. Capital was being deployed on a pacing model that assumed exit windows the fund had not seen in three years. Carry tr

Gaurav Shah
6 min read
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