How operational functions evolve matters as much as how far they progress. When efficiency or automation are pursued in isolation, progress plateaus. In contrast, functions that build autonomy while also deepening ecosystem integration are better able to scale up and sustain impact. The transformation model presented in Figure 4 captures the shared pathways through which these 13 operational functions evolve, even as each follows its own distinct trajectory. The figure offers a consolidated view that illustrates how durable transformation depends on advancing across the two dimensions of autonomy and integration together. Transformation model FIGURE 4 Now NextTransformation of operational functions towards fully integrated, self-managing operations Interpretation of the graph 1. Autonomy (x-axis): shows how an operational function can operate intelligently and independently, progressing from human-led decision-making (“assisted”) to human-AI collaboration (“co-adaptive”), then AI-orchestrated (“self-directing”) and finally to self-managing systems. 2. Value chain integration (y-axis): indicates how widely an operational function integrates across the value chain, from functional silos, across functions and enterprises, to multi-enterprise collaboration.11. External logistics10. Supply chain & network planning 11. External logistics 12. Customer integration 05. Internal logistics 06. Procurement 07. Manufacturing engineering13. Supplier collaboration 01. Planning 02. Production 08. Product development 10. Supply chain & network planning Assisted Co-adaptive Self-directing Self-managingFunctionalCross-functionalCross-enterpriseIntegrated AutonomyValue chain integration09. Supplier & engineering quality 12. Customer integration 03. Quality 04. Maintenance03. Quality 04. Maintenance 06. Procurement 07. Manufacturing engineering 08. Product development 09. Supplier & engineering quality01. Planning 13. Supplier collaboration 02. Production 05. Internal logistics Intelligent Industrial Operations Outlook 2026 10