Experts of Experience podcast

Why Data-Ready Companies Are Winning at AI

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What separates companies succeeding with AI from those struggling to see results? The answer isn't the AI itself-it's the data foundation underneath it.

In this episode, we explore why the companies winning with AI today are the ones that spent years cleaning, structuring, and curating their data. Our guest is Mike Hutchinson, Chief Operating Officer at Teradata, bringing 35 years of customer experience expertise across three software companies.

Mike breaks down the critical gap between structured and unstructured data, why vector stores and context engines are game-changers, and how real AI use cases come from solving business problems-not from hackathons. He shares examples from banking, airlines, and Teradata's own operations, including their fully autonomous account planning system.

We also look ahead to 2026 and Mike's bold prediction: this will be the year companies build agents at scale - autonomous systems that monitor, decide, and act without human intervention.

 

Chapters/Key Moments

 

06:20 – The Structured vs Unstructured Data Problem

09:00 – What Companies Miss About Unstructured Data

12:00 – How AI Changes the Data Game

15:00 – Marrying Structured and Unstructured Data for Real Value

18:30 – Why Data-Ready Companies Have a Massive AI Advantage

22:00 – The Hackathon Trap: Why Most AI Use Cases Fail

26:00 – Real AI Success Story: Banking NPS Turnaround in 3 Months

28:30 – European Airline Identifies Baggage as Brand Problem

30:00 – Inside Teradata's Autonomous Account Planning System

32:00 – Preventing AI Hallucinations with Data Guardrails

35:00 – The Unsexy Work: Cleaning Data for AI

38:00 – What Companies Should Do If They're Behind on Data

40:30 – Predictive Analytics with Unlimited Parameters

44:00 – Skills That Matter in the AI Era

47:00 – Why Curiosity Beats Technical Tools

49:00 – Generational Differences in AI Adoption

52:00 – The Expertise Debate: Why Pilots Still Matter

55:00 – 2026 Prediction: The Year Autonomous Agents Go Mainstream

58:00 – What Real AI Agents Look Like (Not Just Automations)

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