The interesting shift isn’t “AI picks stocks now.” It’s startups pitching hedge funds on narrower, operational pieces of the workflow: research triage, memo drafting, risk monitoring, portfolio reporting. The firms I hear taking it seriously are treating AI less like an oracle and more like a margin-of-error reduction tool.