Unstructured documentation can limit consistency and coordination across correctional systems. This poster explores how natural language processing and machine learning were used to classify officer-reported client needs into standardized categories. Examine how AI-supported documentation tools can strengthen analytics, improve service coordination, and support learning health systems in correctional environments.