2026-06-22Software Engineering# AI transformation# organizational judgment# production readiness
AI Transformation Is a Test of Organizational Judgment, Not Tool Adoption
AI transformation is not a matter of buying more tools. It requires an organizational system for judging value, risk, technical trade-offs, evaluation standards, ownership, and adoption in real workflows.
