The hidden infrastructure of effective AI implementations

We've moved past the era of simple prompts and into the age of sophisticated AI integration. Behind every successful AI system lies an invisible infrastructure of decisions that most organizations discover too late. This session maps the terrain beneath the surface - from the technical components to the interconnected web of data governance, integration architecture, and adoption dynamics that determine whether AI creates lasting value or expensive disappointment. From data preparation approaches that balance quality with speed to governance frameworks that enable rather than constrain, leaders and practitioners will gain practical insights for building AI capabilities that adapt and evolve with organisational needs.