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All issues › Volume 337, Issue 2 › IT News › Security Boulevard - AI

Schema Confidence Gap: AI Data Quality Risks Explained

Security Boulevard, Monday, April 6th, 2026

You shipped AI to production on a foundation you don't trust.

That's not accidental. It's structural. Our recently published 2026 State of Database Change Governance Report surveyed organizations on how confident they are that their schemas are truly AI-ready. Only 15% said very confident. That's failing.

This is the schema confidence gap. And it's the gap between where you are and where your AI roadmap assumes you'll be.

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