Three major datasets confirm specialist PE funds outperform generalists on returns. They also confirm something fundraising materials rarely mention: the advantage compresses at scale, and above $1 billion, the evidence starts to contradict itself depending on which metric you prioritize.

GPs industrialized DDQ completion. Allocators adapted by shifting selection weight toward signals the questionnaire was never designed to capture. The DDQ still screens managers out. It no longer selects them in.

A $2 billion GP stake sale in November didn't name the buyers. LPs are reading these announcements for what the GP chose not to say.

AI made flawless investor materials cheap to produce. See where the real signal moved, and which parts of your communications still earn LP trust.

Three leadership transitions, a six-month CEO vacancy, and a widening gap to every major peer. Carlyle's succession failures had one common root, and it wasn't personnel.

AQR's quant winter cost the firm roughly half its assets. Only a third of that decline came from performance. Cliff Asness published through the entire period, producing continuous public analysis while the firm shrank by 40% in headcount. The institutional LPs who stayed captured a 43.5% flagship recovery in 2022. The retail base that left didn't. The difference wasn't patience. It was whether allocators had enough defensible reasoning to justify the position to their own committees.

Digital investor relations is the surface layer through which LPs evaluate private funds before any formal interaction. Seven surfaces, one composite judgement.

Private credit managers have raised trillions on the thesis that banks are permanently retreating from lending. The evidence says something more complicated, and allocators are starting to notice the difference.

Tom Murphy built Capital Cities/ABC into a company three times more valuable than CBS by solving a problem most PE firms still get wrong: where to centralize control and where to let go.