Connected demand and delivery networks THEME 14.3 Customer integration Customer signals, product usage data and service insights remain scattered across disconnected systems, with forecasts relying on historical trends and responses remaining slow and reactive. OEM- customer relationships are largely transactional, with limited lifecycle visibility and inconsistent engagement. Customer integration is becoming a connected experience hub, where real-time signals guide operations, enabled by connected product twins, lifecycle control towers and autonomous multi-agent systems that synchronize demand, service and innovation between manufacturers and customers. Evolutions of themes Build a responsive demand and delivery network that senses customer needs early and synchronizes production and supply accordingly. Service-level adherence Forecast accuracyPredictive demand sensing — AI strengthens visibility into customer demand, enabling more accurate planning and service levels. — Customer demand signals flow directly into inventory, warehouse and delivery plans to reduce stockouts and improve responsiveness. — Early real-time coordination supports faster customer- focused decisions.Adaptive demand orchestration — AI orchestrates coordinated adjustments across demand, production, inventory and logistics beyond isolated optimizations. — Continuous predictive- prescriptive planning enables rolling reforecasts and auto- recommendations through the day. — Networks proactively anticipate demand shifts, supply risks and cost/carbon fluctuations and adjusting ahead of time.Autonomous demand webs — Multi-agent AI systems balance customer demand, supply capacity and service priorities across regions and channels. — Customer behaviour, shipment costs and sustainability goals self-optimize with minimal manual intervention. — A living demand ecosystem ensures continuous alignment between customer needs and operational execution.NOW (0-2 years) NEAR (3-5 years) NEXT (5+ years) ObjectivesCUSTOMER INTEGRATION Intelligent Industrial Operations Outlook 2026 44