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- CPMAI Phase III, Data Preparation, covers formulating data-preparation requirements, performing data cleansing and enhancement, determining and executing data labeling, and transforming data into a form suitable for modeling. CPMAI notes data preparation is often the most time-consuming part of an AI project. Phase III also includes its own Go/No-Go assessment before moving to model development.