Intelligent Industrial Operations Outlook 2026

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Endnotes 1. Preston, D. (2025). Inside the automated warehouse where robots are packing your groceries. The Verge. https://www. theverge.com/robot/719880/ocado-online-grocery-automation-krogers-luton-ogrp-robot-grid 2. World Economic Forum. (2025). From Paradox to Progress: A Net Positive AI Energy Framework. https://www.weforum. org/publications/from-paradox-to-progress-a-net-positive-ai-energy-framework/ 3. Monn, P . & Grundler, J. (2025). How agentic AI will change supply planning from firefighting to foresight. World Economic Forum. https://www.weforum.org/stories/2025/12/agentic-ai-change-supply-planning/ 4. Huang, M. (2025). NVIDIA Unveils ‘Mega’ Omniverse Blueprint for Building Industrial Robot Fleet Digital Twins. NVIDIA. https://blogs.nvidia.com/blog/mega-omniverse-blueprint/ 5. Li, C, Chang, Q. & Fan, H-T. (2024). Multi-agent reinforcement learning for integrated manufacturing system-process control. Journal of Manufacturing Systems. https://www.sciencedirect.com/science/article/abs/pii/S0278612524001845 6. Institute for Supply Management. (2025). Harnessing Agentic AI in Source‑to‑Pay: A New Era of Procurement Efficiency . https://www.ismworld.org/supply-management-news-and-reports/news-publications/inside-supply-management- magazine/blog/2025/2025-05/harnessing-agentic-ai-in-source-to-pay/ 7. Sharma, U.K. (2025). Digital Twins In The Supply Chain: Transforming Operations With Real-Time Simulation And AI. Forbes. https://www.forbes.com/councils/forbestechcouncil/2025/04/29/digital-twins-in-the-supply-chain-transforming- operations-with-real-time-simulation-and-ai/ 8. Dhar, J. (2025). Exactly What Is An AI‑First Company? BCG Henderson Institute. https://bcghendersoninstitute.com/ exactly-what-is-an-ai-first-company/ 9. Kober, G. (2025). AI-First Leadership: Embracing the Future of Work. Harvard Business Impact. https://www. harvardbusiness.org/insight/ai-first-leadership-embracing-the-future-of-work/ 10. Greenberg, A. (2024). Flaw in Kia’s web portal let researchers track, hack cars. Ars Technica. https://arstechnica.com/ cars/2024/09/flaw-in-kia-web-portal-let-researchers-track-hack-cars/ 11. Tidy, J. (2025). JLR hack is costliest cyber attack in UK history, say analysts. BBC News. https://www.bbc.com/news/ articles/cy9pdld4y81o 12. Accenture. (2025). Year end Macro Brief, Special edition: 2026 outlook and Top 10 macro trends. https://www.accenture.com/content/dam/accenture/final/accenture-com/document-4/Accenture-Strategy-Macro- Foresight-Brief-2026-Top-10-Trends.pdf 13. Accenture. (2026). What is the digital core? https://www.accenture.com/cr-en/insights/digital-core Intelligent Industrial Operations Outlook 2026 57
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