Why Most Organizations Are Misunderstanding AI Adoption

The conversation around AI adoption is still dominated by tools. That framing misses the real work.

In practice, organizations do not fail because they chose the wrong tool first. They fail because they never aligned capability to purpose, governance, decision rights, and operating rhythm.

A better starting point is organizational readiness: where AI belongs, what risk it introduces, who owns decisions, and how learning loops will be built into adoption.