To address these challenges, many are turning to Artificial Intelligence (AI) and Digital Twins to optimize operations. Digital twins allow plant managers to visualize these flows in a high-fidelity virtual environment. Driving Efficiency and ResiliencyBeyond bottleneck removal and maintenance optimization, AI-powered digital twins serve as the backbone of a more resilient manufacturing strategy. In the context of Industry 4.0, the digital twin is more than just a tool; it is a strategic asset. By incorporating external supply chain data, digital twins help manufacturers build resilience against global disruptions, such as logistics delays or market fluctuations.