Leveraging the OSDU data platform to break down subsurface and operations data silos, creating a unified foundation for AI applications. Ensuring AI models have access to trusted, well-contextualized data with clear lineage to improve output reliability. Navigating practical implementation challenges, from data migration to taxonomy alignment, to enable scalable AI solutions across the asset lifecycle.