Your Data Is Already Ready for AI: Exploring the Missing Knowledge Layer Between Raw Information & Trustworthy Agents

AI may dramatically accelerate how data work gets done, but speed alone does not create accuracy, repeatability, or confidence.

Data by itself is not enough. Enterprise knowledge is what makes data usable in a real business context. It is why senior data experts are so valuable: they understand not just where the data lives, but how the business defines, uses, interprets, and reasons about it.

Organizations that systematically capture and operationalize this knowledge will be the ones that unlock autonomous agents and democratize data-driven decision-making across functions.

In this talk, we’ll explore the evolution of semantic layers and why enterprise AI requires a more flexible approach than the rigid ontologies of the past. We’ll share how governed enterprise data knowledge layers enables AI agents to work as exceptional data scientists, and walk through examples of how companies are turning institutional and tribal data knowledge into competitive advantage.