Most AI delivery models are not designed for environments that require strict control over data, access, and operations. Many platforms depend on external APIs for model access, which means organizational data is sent outside the environment for processing. At the same time, organizations often have limited visibility into how outputs are generated and face unpredictable, consumption-based pricing models.
