Enterprise AI production deployment scaling in Europe

European full deployment rose from 2% to 15%, but hidden complexity (Snyk: AI footprint 3x larger, 49% no declared models) and legacy technical debt (62% outdated software) remain barriers. Workforce readiness is now critical: 88% regular AI use but license adoption ≠ capability. Hidden managerial costs include shadow AI and inconsistent outputs. Enterprise AI payback 5-6 years.