人工智能如何驱动制造业：从转型到价值创造的跃迁之旅

KPMG Internationalkpmg.com/intelligentmanufacturingIntelligent manufacturingA blueprint for creating value through AI-driven transformationKPMG. Make the Difference.Artificial intelligence (AI) is reshaping every facet of manufacturing. From design to production, supply chains to sales, and workforce management, AI is unlocking new efficiencies and enabling smarter, more agile operations. It’s also powering sustainability, helping manufacturers minimize waste and optimize energy use.The potential is vast, but so are the challenges. AI adoption remains fragmented and functionally driven. Many manufacturers are deploying AI in silos — production floors are embracing AI-driven automation and predictive maintenance, while back-office functions remain largely unintegrated and lacking automation. This disjointed approach limits AI’s full potential, preventing the industry from achieving true enterprise-wide transformation. The sector also presents a stark contrast in maturity levels. Smart industrials are leading the charge, embedding AI deeply into their operations. More traditional manufacturers are still experimenting with localized AI use cases, hesitant to commit to full-scale transformation. Meanwhile, agentic AI, the next frontier in intelligent tools, waits in the wings. By enabling self-optimizing supply chains, autonomous production lines and real-time coordination across business functions, agentic AI paves the way for a truly intelligent, end-to-end manufacturing model. But to fully realize its potential, manufacturers should move beyond isolated AI implementations and embrace a connected, enterprise-wide approach. This report explores how manufacturing leaders can leverage AI as a transformative force. The future belongs to those who recognize that AI is no longer just about automation. It’s about autonomy, intelligence, integration and a new more effective way of working.ForewordTo unlock the full potential of AI, manufacturing companies should move beyond isolated use cases and reimagine how intelligence is embedded across the enterprise. This means aligning AI with strategic value streams, reshaping culture to embrace experimentation and agility, and designing for trust, transparency and scale. The real opportunity lies not just in smarter operations, but in creating a more connected, adaptive and value-driven ecosystem. Jonathon GillGlobal Head of Industrial ManufacturingKPMG International© 2025 Copyright owned by one or more of the KPMG International entities. KPMG International entities provide no services to clients. All rights reserved.Intelligent manufacturing: A blueprint for creating value through AI-driven transformation | 2Guiding your AI transformationIntroductionAt a glanceResearch findingsThe transformative role of agentic autonomous agentsBuilding the intelligent manufacturing organizationFirst phaseSecond phaseThird phaseKey considerationsForewordContents02Foreword19Building the intelligent manufacturing organization04In