As AI enables more and more of our decision-making, trust will increasingly shift from models to data itself. We will explore the semantic layer as an enablement and trust-building mechanism, discussing how semantic models, curated datasets, and knowledge graphs help create shared meaning, foster strong governance, and enable business professionals, applications, and AI to reason over data with greater confidence.