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Aligning Supply Chain Metrics to Improve Value

Supply Chain Shaman

In follow-up qualitative interviews, one of the largest issues with organizational alignment was metric definition and a clear definition of supply chain excellence. In my post Mea Culpa, I reference my work with the Gartner Supply Chain Hierarchy of Metrics. Error is error, but is it the most important metric? My answer is no.

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AI in Supply Chain Automation: Procurement to Logistics

Logistics Viewpoints

AI in supply chain automation is gradually reshaping how core functions operate, particularly in procurement, warehousing, and logistics. Key Insight: The use of AI in supply chain automation is producing tangible benefits across procurement, warehousing, and logistics.

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Probabilistic Forecasting: The Future of Supply Chain Planning

ToolsGroup

However, this approach ignores real purchasing behavior, such as customers buying complete sets of four tires. Probabilistic demand forecasting, in contrast, provides a full probability distribution, revealing actual purchasing patterns and enabling inventory planners to align stock levels with demand realities. The result?

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AI in procurement: Applications, Challenges, and Mitigation Strategies

Precoro

Traditionally, procurement has been a process weighed down by manual tasks, fragmented systems, and endless paperwork. Today, procurement is undergoing a transformation. While procurement teams have long worked to add strategic value, Artificial Intelligence (AI) amplifies their impact.

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Advanced Supply Chain Planning with Probabilistic Forecasting

ToolsGroup

However, this approach ignores real purchasing behavior, such as customers buying complete sets of four tires. Probabilistic demand forecasting, in contrast, provides a full probability distribution, revealing actual purchasing patterns and enabling inventory planners to align stock levels with demand realities. The result?

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Your supply chain is costing you money – Reason #9: Relentless pursuit of one metric at the expense of other metrics.

Kinaxis

Reason #9 Relentless pursuit of one supply chain metric at the expense of other metrics. Imagine that your child brings home their report card and it’s a mix of good and fair grades. Yet, these are similar instructions as what is passed down to the supply chain from executives focused on a specific supply chain metric.

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NRF 2025: Transforming Retail Through AI, Data, and Customer-Centric Innovation

ToolsGroup

Returns Management and Integration With 35% of online purchases being returned, predominantly to physical stores, retailers are grappling with the ripple effects on inventory management. Early adopters of these integrated platforms report significant improvements in inventory turnover and reduction in stockouts.