Confident Nonsense: Garbage In, Polished Garbage Out
AI doesn’t correct bad data. It does produce confident output built on
whatever you feed it. Because of this, most “AI failures” are actually
upstream data governance failures hiding behind polished outputs. Leaders
should treat data readiness as a product, with clear owners, thresholds,
and controls that prevent confident nonsense from scaling.






