The arrival of capable AI systems in financial services has triggered a predictable reflex: build the business case around headcount reduction. It is a reflex worth resisting, not because efficiency doesn't matter, but because it optimises for the wrong thing at exactly the wrong moment. Investment management firms that treat AI primarily as a cost lever will achieve a one-time margin improvement that competitors can quickly replicate. Firms that treat AI as a thinking multip