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February 21, 2026International Journal of Production Research17 citationsOpen Access

Agentic digital twins: bridging model-based and AI-driven decision-making support for a new era of supply chain and operations management

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DIDmitry Ivanov

Key Points

  • This research aims to explore the integration of agentic AI and digital twins in decision-making for supply chains.
  • Conceptual framework development titled ICARUS
  • Analysis of two industry cases
  • Discussion of new research agenda and barriers in AI application.
  • Proposed A-SCDT framework assists in decision-making processes.
  • Identified significant managerial implications of adopting digital twins and agentic AI.
  • Described potential barriers and limitations of AI in supply chains.

Abstract

Agentic AI (artificial intelligence) can profoundly impact model-based decision-making support. This paper conceptualises the notion of agentic supply chain digital twins (A-SCDT) triangulating the composition of agentic AI, digital twins, and model-based optimisation and simulation. Our contribution is twofold. First, we conceptualise the A-SCDT as a distinct and novel area of practical and theoretical importance. Second, we offer a framework named ICARUS (Interaction, Creativity, Adaptation, Reasoning, Ubiquity, and Synchronization), which allows to structure and systematically consider the A-SCDT impacts on future developments of model-based methods in the era of agentic AI systems. Grounding into the ICARUS framework, we elaborate on how the A-SCDT can aid in decision processes describing two industry cases and deducing some generalised insights. We propose a research agenda to stay impactful and relevant in the times of AI-powered supply chains and operations, discussing new topics, barriers, and limitations stemming from AI. Finally, we elaborate on the managerial implications of A-SCDTs and conclude that agentic AI and digital twins are triggering tectonic shifts towards a new era in supply chain and operations management, bridging model-based and model-free, AI-driven decision-making support.

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Cite This Study

Dmitry Ivanov (2026) studied this question.

synapsesocial.com/papers/69990e0a5b97ab4c14ac312ahttps://doi.org/10.1080/00207543.2026.2630277
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