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We’ve wasted a decade arguing over org charts. Flat, siloed, centralized, federated. Everyone picks a side. But that debate only answers one question: how quickly can you iterate?
It doesn’t answer the one that actually keeps you alive. Who gets the money, and who pays for it?
Look at the US giants. Millennium, Citadel, Point72 have turned cost pass through into an open ended cheque. Investors cover everything from AI servers to recruitment fees to severance packages. One fund kept 59 cents of every dollar earned last year. Another posted 15.2 percent gross, but investors walked away with just 2.8 percent net.
Yet the world’s smartest allocators keep lining up. Sovereign funds, pensions, endowments. They know they are not buying a strategy anymore. They are buying a guarantee. Uncorrelated returns, backed by the most expensive risk systems and the highest paid talent on the planet. It is a trade off: give up the upside, sleep better at night.
But the model is fragile. When returns cool, the whole structure groans. In 2025, both Citadel and Millennium saw their numbers slip. Eisler Capital returned 7 billion dollars to clients and shut down. The blank cheque only works as long as the alpha keeps flowing.
Now flip to China. Here the story runs backwards. Quant AUM has blown past 1.8 trillion yuan, with over 70 billion yuan managers. But fees are crashing, not climbing. Zero management fee products are appearing everywhere. A price war, plain and simple. Why? Because platformization has not matured enough to command pass through pricing. The race here is still about who runs faster, not who lasts longer.
So here is the question for the next five years. Can you balance speed with sustainability? Can you build a platform that is efficient and fair, to your portfolio managers, to your investors, and to your own future?
This paper does not give you a template. It gives you a framework and a warning. Because in the end, how you organise decides how fast you go. But how you share decides whether you are still standing when the music stops.
Read the full analysis. It might change how you think about your next hire, your next fundraise, or your next investment.
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