This role partners closely with AI Product, Engineering, Data & Analytics, Knowledge/Ontology, Architecture, Security, Privacy, Operations, and domain subject matter experts to translate AI use-case needs into clear data product requirements, data contracts, quality expectations, latency requirements, remediation priorities, and operating commitments. Partner with engineering and architecture teams to ensure data access patterns support AI use-case requirements, including APIs, data products, semantic models, retrieval layers, and governed consumption paths.