Establish and enforce Ecovyst's Responsible AI program covering data privacy, intellectual property protection, security, model risk management, bias mitigation, and regulatory compliance, aligned with IT, Legal, Compliance, and Internal Audit, and benchmarked against a recognized framework (NIST AI RMF, including the Generative AI Profile, or ISO/IEC 42001). Fluency with modern AI technologies - including machine learning, generative AI, large language models, computer vision, and process automation - and a clear, evidence-based point of view on where each creates value, grounded in firsthand delivery experience rather than secondhand familiarity.