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Alun Rafique

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multi-echelon inventory optimization
July 7, 2026

Why Data Sharing Is the Missing Link in AI-Powered Supply Chains

Artificial intelligence (AI) is rapidly reshaping supply chain operations. From improving demand forecasting and inventory management to increasing operational efficiency, organizations across industries are investing heavily in AI to gain a competitive edge. Yet many companies overlook a critical requirement for AI success: access to trusted, high-quality data shared across the supply chain ecosystem. Supply chains have always relied on collaboration among suppliers, manufacturers, distributors, and retailers. In the AI era, that collaboration must become more intelligent. Organizations need timely, secure data exchange, both upstream and downstream, to provide AI systems with the information required to generate accurate insights and recommendations. When suppliers share real-time information about inventory levels, delivery schedules, and raw material quality, manufacturers can improve planning, reduce risk, and respond more quickly to disruptions. Likewise, when retailers share data about customer demand, inventory positions, and satisfaction levels, manufacturers can better align production and distribution with actual market needs. The result is a leaner, more agile, and more profitable supply chain. Despite these benefits, many organizations are still hesitant to share data. Concerns about security, intellectual property protection, competitive exposure, and integration complexity continue to create barriers. However, these challenges can be addressed through strong data governance, clear…
Supply Chain Leaders
July 29, 2024

Making Moves: What Supply Chain Leaders Are Planning in 2024

A British logistician is credited with coining the term “supply chain management” in the early 1980s, but it wasn’t until the COVID-19 pandemic that the world became familiar with such aspects of supply chain operations as logistics, inventory and supplier management, and procurement. The influence of supply chain leaders also has grown with the understanding of the importance of the supply chain in the global economy. Supply chain management is a complex field with many moving parts, and the need for accurate and reliable information is more crucial than ever. Industry leaders help facilitate discourse and spur innovation to shape the future of the supply chain. In this article, we highlight five of these supply chain leaders, showcasing their extensive expertise and experience in the industry and what they are planning for the future. Making Moves: Five Supply Chain Leaders on the State of the Industry 2024 has been an exciting year so far. The OSRA 2022 ruling went into effect to better regulate demurrage and detention charges; Chinese e-commerce businesses are heating up the airfreight industry; and in dire contrast, the U.S. trucking industry continues to struggle through a lengthened lean patch. In an increasingly volatile ecosystem, the industry…