AI Cannot Govern What No One Has Defined: Why AI-Ready Data Must Come Before AI-Enabled Data Management
November 9, 2026, 1:00 PM Eastern Time
AI can help improve data management, but it cannot take responsibility for your organization’s definitions, ownership, or decision rights. Those foundations must be established by accountable people.
“AI needs good data, so use AI to get good data.”
That recommendation skips an essential question: Who decides what “good” means? If business units disagree about “customer,” “active,” or “approved,” an AI-generated answer does not resolve the disagreement.
Join me for a one-hour Real Talk with Sam Holcman broadcast:
“AI Cannot Govern What No One Has Defined: Why AI-Ready Data Must Come Before AI-Enabled Data Management”
We will discuss:
The difference between data and information, and why it matters for AI.
The business meaning and governance that must come before AI assistance.
The complementary enterprise architecture perspectives.
Ten questions to help assess whether your organization has the necessary foundation.
This is not about rejecting AI. It is about using AI where it adds speed without removing accountability.
For weekly broadcasts, follow and listen to “Real Talk with Sam Holcman” on your favorite podcast streaming platform:
Sign up for our email newsletter for notifications on upcoming events: