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Cracking the Code for AI in the DC

Logistics Viewpoints

There’s a new reason to optimize DC operations, and it’s bigger than the old reasons of productivity and efficiency gains. More and more companies are realizing that investing in their DCs and powering them with modern and sophisticated technologies like AI can lead to competitive advantages for the overall company.

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Probabilistic Forecasting Can Extend the Life of SAP APO

ToolsGroup

Since the beginning of time – OK, since the beginning of demand forecasting the standard approach has been a single number forecast that works relatively well with stable high volume demand. Traditional forecasting tools such as SAP APO, designed 25 years ago or more, generally hold their own in this environment. Under the Hood.

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A New Decade: Give Science A Chance

Supply Chain Shaman

The SAS forecasting system implemented in 2019 was not tested for model accuracy. An example for this client would be to use 2017 and 2018 history to forecast 2019. So, I asked the questions, “Is your data forecastable? Data at this level of variability is complicated to forecast.) The reason? The answer?

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Things Have Changed: What Do We Do NOW?

Supply Chain Shaman

This week I interviewed Robert Byrne, Founder of Terra Technology , on the results of their fourth benchmarking study on forecasting excellence. The work done by Terra Technology, in my opinion, is one of two accurate sources of benchmark data on forecasting in the industry. The other is Chainalytics demand benchmarking.

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Companies Improve their Supply Chains with Artificial Intelligence

Logistics Viewpoints

Machine Learning, a Form of Artifical Intelligence, Has Feedback Loops that Improve Forecasting. Having an agent detect how long it takes to ship from a supplier site to a manufacturing facility, and then doing a running calculation on how the average lead time is changing, is trivial math. But that was pre-COVID.

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What Does a Tier 1 Warehouse Management System Include?

Logistics Viewpoints

Pack Optimization —Companies often use an excessive amount of packaging to ship items to customers. The extra boxes, bubble wrap, tissue paper, and other packaging materials have a negative impact on the environment and increases shipping costs. Pack optimization works to fill shipping containers efficiently.

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New Year’s Resolution #1 for Supply Chain Planners: Improve Performance Measurement

Demand Solutions

Relatively few companies have adequate measures of order fill rates or forecast accuracy. And let’s say that we have seven line items in stock and can ship them complete. To fill the 8th line item complete we had to ship the product from a DC across the country. Finally, we had to ship the 10th line item two units short.