Enterprise AI implementation often looks straightforward during planning. Budgets focus on tools, platforms, and initial development. Business cases highlight efficiency gains and automation potential. Yet many organizations discover later that actual costs extend far beyond what appeared in the original proposal. These hidden costs do not always