This document discusses Shell's use of artificial intelligence and digital technologies. It provides examples of how Shell is using AI to drive efficiency in existing businesses, such as using machine learning and digital twins for production optimization. It also discusses Shell's data pipeline requirements and how its Delta Live Tables tool benefits data ingestion processes by enabling intelligence and expectations to build trust in data.