AI and machine learning projects depend on more than advanced technology—they depend on well-understood, trusted data. Poor definitions, inconsistent relationships and weak governance can undermine AI outcomes even when the technology performs as expected. Enterprise data modelling provides the structure, context and business meaning needed to build reliable, governed and AI-ready data foundations.