· Leveraging data platforms to break down subsurface and operations data silos and create a unified foundation for AI applications

· Ensuring AI models have access to trusted, well contextualized data with clear lineage to improve reliability and support stronger decision making

· Addressing practical implementation challenges, from data migration to taxonomy alignment, to enable scalable AI solutions across the asset lifecycl