Centralized team that sets AI standards, shares playbooks, and consults internal projects—common early-adoption pattern before federated ownership.
An AI CoE concentrates scarce expertise so business units can ship AI without each reinventing evals, guardrails, and governance. Eventually most CoEs evolve into platform teams.