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Enterprise AI is not a tool decision. It is an operating model decision.

In this episode of The Signal Room, Chris Hutchins sits down with Gary Cao, Chief Data & Analytics / AI Officer, to explore the enterprise AI journey from an executive perspective.

This conversation moves beyond hype and definitions. Instead, it focuses on what actually changes inside an organization when AI becomes strategic:

• Moving from AI experimentation to enterprise maturity
• Integrating generative AI into structured data environments
• Deterministic systems vs. probabilistic reasoning
• The role of semantic layers and data management bottlenecks
• Automation vs. agentic AI systems
• Measuring enterprise ROI in an era of high abandonment rates

Gary shares practical insight into AI maturity models, governance design, risk tolerance tiers, and the evolving role of the CDAO in coordinating strategy, technology, and accountability.

If you are a board member, C-suite executive, data leader, or digital transformation officer navigating AI at scale, this episode provides a grounded view of what it takes to move from ambition to enterprise execution.

Connect with Gary Cao on LinkedIn:
https://www.linkedin.com/in/garycao/

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