AI adoption fails less because of modelsand more because organizations cannot commit to decisions.
During AI audits, a clear signal appears early:clients who want AI answers, but avoid decision ownership.
They ask what AI can do,but hesitate when asked who approves, who overrides, and who is accountable.
AI does not remove responsibility. It concentrates it.
If no one is willing to own AI-driven outcomes,the organization is not AI-ready, no matter how advanced the tech stack looks.
AI readiness is not a data problem. It is a governance problem.