As AI transitions from experimental pilots into core operational environments, maintaining strict control over data, where it resides, model behavior and overall system governance is both a strategic and regulatory imperative. Particularly given the sensitivity of government workloads, scaling AI requires a careful balance between deployment speed and authority over data, infrastructure and outcomes.