As AI models become commoditized, what separates firms is judgment: what they believe, why, and how they act on it. That judgment is built over years, rarely written down, and difficult to transfer to a new analyst, let alone an AI agent. Most of it lives in people’s heads and scattered systems, where neither colleagues nor agents can build on it.







