Why AI Leaders Must Get Their Hands Dirty ft. Allison Sagraves

Informatica
74 views August 20, 2026

What does "sales" really mean in your business? Why does every department give a different answer? In this episode of Bringing Data and AI to Life, host and GVP Solutions Sales and Business Development at Informatica, Amy Horowitz, sits down with Allison Sagraves, a leading AI, Data & Tech Advisor and faculty member in Carnegie Mellon’s Chief Data and AI Officer Executive Program. They unpack the massive disconnect between C-suite AI ambition and operational execution. Allison argues that many companies may be misdiagnosing their biggest data problem. Data quality still matters, but the harder issue is often data meaning: whether people across the organization agree on what critical business terms represent in the first place. What You’ll Learn Why data meaning can be a bigger barrier to AI than traditional data quality issues How executive alignment and clear ownership can build confidence in critical data domains Why taxonomy becomes increasingly important as AI moves beyond simple pilots How the Chief Data Officer mandate has shifted from defense to offense, and, with AI, partly back toward defense Why executives need direct, hands-on experience with AI to ask better questions and lead with greater confidence How creating room to admit what you don’t know can lead to more realistic AI decision-making If you enjoyed this episode, make sure to subscribe, rate, and review it on Apple Podcasts and Spotify. Instructions on how to do this are here. This podcast is brought to you by Informatica, the leader in enterprise cloud data management. Links: Allison Sagraves on LinkedIn: http://linkedin.com/in/allisonsagraves Carnegie Mellon University Website: http://www.heinz.cmu.edu/ Amy Horowitz LinkedIn: https://www.linkedin.com/in/amyhorowitz Informatica Website: https://www.informatica.com/ Episode Highlights: 00:00 Welcome to Bringing Data and AI to Life 00:53 Allison Sagraves: Chief Data Officer to Carnegie Mellon Faculty 02:16 Why Data Meaning Matters as Much as Data Quality 05:35 Building Trust Through Ownership, Taxonomy and Accountability 10:39 The Evolving Challenge of the Chief Data Officer 11:24 How AI Is Shifting the CDO Mandate Back Toward Defense 13:27 Measuring AI Value Beyond Efficiency 16:03 Why Executives Need to Get Hands-On with AI 18:21 The Leadership Mindset AI Demands 19:18 Is AI Really Driving Today’s Job Cuts? 21:18 Rapid-Fire Questions with Allison 22:06 Closing Thoughts

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