Deploy, evaluate, and maintain AI-enabled capabilities including local LLMs, OCR/NLP services, ranking models, APIs, and automation tools while implementing governance, auditability, version control, privacy protections, recipient-specific delivery controls, sanitization workflows, and operational monitoring to ensure reliability and performance across production environments. Compensation decisions depend on a wide range of factors, including but not limited to skill sets, experience and training, security clearances, licensure and certifications, and other business and organizational needs.