Why 90% of Your Data Isn't AI-Ready | CDO Matters BONUS episode artwork

EPISODE · Jul 14, 2026 · 34 MIN

Why 90% of Your Data Isn't AI-Ready | CDO Matters BONUS

from CDO Matters Podcast

Most CDOs are still measuring AI readiness with a BI-readiness checklist and it's costing them. 80 to 90 percent of enterprise data is unstructured, sitting outside every governance program built over the last three decades.📌 In this episode:The split Malcolm calls "the world of measurement vs. the world of meaning" and why Gen AI lives entirely in the latterWhy only 25% of the data feeding AI models today is actually governed (per Dresner Research)Why a product manager and a value engineer might matter more right now than any new governance policyWhy the 30-year-old model of data ownership breaks down in an AI-driven world and what it needs to become instead💬 The takeaway: "You get budgets of millions of dollars to solve this problem but every day we disempower ourselves by saying 'garbage in, garbage out.'"About the host: Malcolm Hawker is a former Gartner analyst, Chief Data Officer at Profisee, Editor-in-Chief of CDO Matters on Substack, and host of the CDO Matters Podcast. This keynote was recorded live at the CDO Magazine CDO/CAO Summit.If you liked this episode: Check out "Beyond Data Catalogs: Building Context for AI and Data Products (Ep. 87)"Subscribe to CDO Matters Monthly → https://profisee.com/cdo-matters-community/#join-communityFollow Malcolm on LinkedIn → https://www.linkedin.com/in/malhawker/

Episode metadata supplied by the publisher feed · Published Jul 14, 2026

Most organizations are pouring money into AI readiness while ignoring the 80 to 90 percent of their data that's unstructured, ungoverned, and completely invisible to the data team. In this keynote address from the CDO Magazine CDO/CAO Summit, Malcolm Hawker — Chief Data Officer at Profisee and former Gartner analyst — makes the case that AI-ready data and BI-ready data are not the same thing. He covers the collision between the "world of measurement" and "world of meaning," why metadata is the bridge, and why a product manager might be your most overdue hire.

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Why 90% of Your Data Isn't AI-Ready | CDO Matters BONUS

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This episode is 34 minutes long.

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This episode was published on July 14, 2026.

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Most CDOs are still measuring AI readiness with a BI-readiness checklist and it's costing them. 80 to 90 percent of enterprise data is unstructured, sitting outside every governance program built over the last three decades.📌 In this episode:The...

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