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- CPMAI Phase VI, Model Operationalization, transitions the model from training to inference, deploys it (on-premise or cloud), manages production data lifecycles, and establishes procedures for model updates, version control, and monitoring. Because AI projects are continuous, operationalization includes ongoing maintenance and the feedback that may trigger a new CPMAI iteration.