The power of AI starts with better data episode artwork

EPISODE · Nov 18, 2025 · 34 MIN

The power of AI starts with better data

from AI in Action · host IBM

Explore the podcast → https://ibm.biz/BdbbwtEvery company is sitting on a mountain of data, but only a few know what to do with it. In this episode of AI in Action, Madison Faulkner talks with David Levy about turning data chaos into clarity. She explores how agentic AI depends on strong data management and data governance, and why unstructured data and big data only create value when they’re organized with purpose. In other words, the real competitive edge isn’t the AI itself; it’s the data behind it. Because in the end, intelligent systems are only as powerful as the data that trains them.0:00 Intro1:35 Madison Faulkner’s journey 2:40 The birth of data science4:00 Bridging Silicon Valley hype with real-world industries8:40 Structuring unstructured data for agentic AI12:00 Automation, knowledge graphs and agentic sourcing16:40 Tactical and organizational failures in data strategy20:30 Data as code: The next wave of infrastructure24:00 Rethinking data foundations for agentic AI30:12 Turning data governance into a real business advantage33:45 Final takeaways: Clarity over chaos in the AI eraThe opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity. AI news is moving fast. Keep your business ahead with updates about AI advancements, strategies and expert perspectives → https://ibm.biz/Bdbbw6#DataStrategy #EnterpriseAI #AIforBusiness #DataLeadership #BusinessIntelligence #AgenticAI #DataDrivenBusiness #DataManagement #MadisonFaulkner #DavidLevy

Explore the podcast → https://ibm.biz/BdbbwtEvery company is sitting on a mountain of data, but only a few know what to do with it. In this episode of AI in Action, Madison Faulkner talks with David Levy about turning data chaos into clarity. She explores how agentic AI depends on strong data management and data governance, and why unstructured data and big data only create value when they’re organized with purpose. In other words, the real competitive edge isn’t the AI itself; it’s the data behind it. Because in the end, intelligent systems are only as powerful as the data that trains them.0:00 Intro1:35 Madison Faulkner’s journey 2:40 The birth of data science4:00 Bridging Silicon Valley hype with real-world industries8:40 Structuring unstructured data for agentic AI12:00 Automation, knowledge graphs and agentic sourcing16:40 Tactical and organizational failures in data strategy20:30 Data as code: The next wave of infrastructure24:00 Rethinking data foundations for agentic AI30:12 Turning data governance into a real business advantage33:45 Final takeaways: Clarity over chaos in the AI eraThe opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity. AI news is moving fast. Keep your business ahead with updates about AI advancements, strategies and expert perspectives → https://ibm.biz/Bdbbw6#DataStrategy #EnterpriseAI #AIforBusiness #DataLeadership #BusinessIntelligence #AgenticAI #DataDrivenBusiness #DataManagement #MadisonFaulkner #DavidLevy

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The power of AI starts with better data

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This episode was published on November 18, 2025.

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Explore the podcast → https://ibm.biz/BdbbwtEvery company is sitting on a mountain of data, but only a few know what to do with it. In this episode of AI in Action, Madison Faulkner talks with David Levy about turning data chaos into clarity. She...

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