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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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Freight Procurement is a Different Game

Logistics Viewpoints

Procuring transportation for freight is much different than any other procurement category. Transportation procurement needs to support both customer service and a company’s internal supply chain goals. One master of freight procurement is Kyle Masters. Procurement ran a request for proposal event.

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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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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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Pandemic Lessons For Supply Chain Leaders

Supply Chain Shaman

Next Steps: Start to model demand based on market data to align the organization on baseline demand. Resist the temptation to place deeper analytics on top of existing data models. Instead, rethink the model and the approach. Out of desperation, they turned to the use of descriptive analytics. Next Steps.

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Top 12 Most-Read Supply Chain Articles Of SCMDOJO 2024

SCMDOJO

Decoding the Procurement Department: A Comprehensive Guide to Roles and Responsibilities This supply chain article provides a comprehensive overview of the procurement department within an organization. Read In Detail About Procurement Department Here 2.

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Uh-Oh! Insights On How P&G Failed And What This Means For You

Supply Chain Shaman

At each company, there is a relationship between the metrics of growth, margin, inventory, customer service, and asset strategy. For the purpose of this article, I will use Return on Invested Capital (ROIC) as the proxy metric to discuss asset utilization.) Understanding this relationship requires modeling. (A