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Machine learning (ML)a specialized field within artificial intelligence (AI)is revolutionizing demandplanning and supply chain management. According to McKinsey , organizations implementing AI-driven demand forecasting solutions can reduce forecast errors by 30% to 50%.
I laugh when business leaders tell me that they are going to replace their current supply chain planning technologies with “AI.” Each supply chain planning technology at the end of 2024, went through disruption–change in CEO, business model shift, layoffs, re-platforming and acquisitions.
She wrote, “I have been working in the supply chain for 35 years, and we are still trying to solve the “demand” issue. Solving from a supply side seems to work for many companies I work with. I know that your primary focus is procurement. The distribution models were never tested when implemented.
The adoption of AI in supply chain automation is enabling companies to make more accurate decisions, reduce cycle times, and better manage complexity. AI in supply chain automation is gradually reshaping how core functions operate, particularly in procurement, warehousing, and logistics.
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. ” Let’s face it all supply chains have error.
In the fast-paced world of modern supply chains, traditional forecasting methods fall short. Advanced supply chain planning is being transformed by probabilistic forecasting , which revolutionizes demand forecasting, supplyplanning, and inventory optimization.
In the fast-paced world of modern supply chains, traditional forecasting methods fall short. Probabilistic forecasting is revolutionizing demand forecasting, supplyplanning, and inventory optimization by significantly improving forecast accuracy and decision-making across distribution networks.
In my recent Mea Culpa post, I mentioned my prior work on Sales and Operations Planning (S&OP), and the importance of leadership. Leadership and S&OP? If you have walked in the shoes of the supply chain leader, you are probably laughing by now. Is your plan feasible? Sounds easy, right?
During my current supply chain planning market research, I have received briefings from several SCP companies. Many say that they are using generative AI, a type of AI that can create new content and ideas, as part of their journey toward autonomous planning. Solvoyo has a metric they call the user acceptance rate.
While SAP has had procurementanalytics solutions, last year at Spend Connect Live, SAP announced the Spend Control Tower. Daniel Chapman, the senior director of process transformation for procure to pay at Warner Music, was a keynote speaker. SAP’s Business Network is a supply chain collaboration network.
Sudden and significant changes in demand, especially in consumer markets, stack up more challenges, requiring order revision and reallocation. These steps include sourcing and receiving inventory, storing inventory, order processing, picking and packing an order, shipping the order, and returns management.
When you talk to companies that have implemented enterprise or supply chain applications, executives will usually admit that they have under-invested in training and preparing users to use the new technology. Molex implemented a multi-enterprise supply chain network platform from SAP called SAP Business Network.
When you’re perusing luxury handbags online, or testing which cocktail dress suits you the best, you probably don’t pause to consider all the supply chain complexities and analytics required to ensure the fashion items you’re craving are in-stock. shorter product life cycles, and often protracted supply lead times.
Fragmented systems, rising cost pressures, and shifting risk profiles are making it harder than ever to manage procurement effectively. But what does it actually take to regain control and build a procurement strategy that’s both resilient and scalable? How do you begin developing a procurement strategy?
The logistics and supply chain industry is a critical component of global trade, responsible for moving goods and materials efficiently to meet consumer and business demands. Businesses face heightened uncertainty in managing costs and securing stable energy supplies.
Fragmented systems, rising cost pressures, and shifting risk profiles are making it harder than ever to manage procurement effectively. But what does it actually take to regain control and build a procurement strategy that’s both resilient and scalable? How do you begin developing a procurement strategy?
Direct and indirect procurement are two fundamental approaches in supply chain management, each serving distinct functions within an organization. Both focus on improving efficiency and reducing costs but differ in their strategic approach and impact on the core business operations. Find Out More What Is Procurement?
Procurement and supply chain management are often used interchangeably—but in practice, the lines between them can blur in ways that create real friction. Misaligned priorities, siloed systems, and unclear ownership can directly impact key performance indicators like cost savings percentage and procurement cycle time.
Enterprise procurement leaders are under more pressure than ever—juggling cost control, compliance, supplier risk, and internal complexity, all while trying to modernize outdated systems. AI, automation, and generative tools are redefining efficiency, allowing procurement teams to move from reactive to proactive decision-making.
Today, in supply chain planning, this could not be further from reality. In May 2025, one in seven home-purchase agreements fell through resulting in the cancellation of 56,000 purchase contracts. Each is attempting to slather AI on today’s offering: this fueling a hype cycle for agentic AI. The reason?
(Most of the business networks were hollowed out by venture capitalists or purchased by opportunists. ” My problem is that we move through these hype cycles with little accountability for spending and with a major opportunity cost to not redefine work. The opportunity is to rethink planning. This will not help.
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.
Five years ago, we all thought the COVID-19 pandemic resulted in the most disrupted supply chain landscape we would ever see. Since then, supply chain disruptions and volatility have only increased. With the global e-commerce market predicted to reach $8.1 We were wrong. billion to $23.07 billion in 2023 to $13.3
Supply shortages resulting in empty shelves or parking lots of WIP inventory represent a spectre causing supply chain leaders to reconsider supply chain inventory practices. Opinion of just-in-time (JIT) as a practice has taken a battering and inventory is rising. Is supply chain inventory the problem?
By harnessing the growing power of AI to not only sensedemand at a very fine-grain, real-time level, but also to govern decisions about pricing and inventory. The company says its new approach uses agentic AI to transform consumer feedback into profitable retail growth strategies. “We
My head is wobbling with announcements, late-night Friday press releases, company name changes, and executive turnover in the supply chain planning market. Let’s hope that these new executives see the light of a new day. OMP, like o9 and Kinaxis, benefited from the SAP’s APO migration failure. Kinaxis and o9.
Today, I speak at the North American Manufacturing Association, Manufacturing Leadership Conference, in Nashville on the use of data to improve supply chain resilience. Background The Council of Supply Chain Resilience met for the first time this month. Let’s start the beginning. What is supply chain resilience?
In a previous post , I made a case for how the Chief Supply Chain Officer (CSCO) and Chief Procurement Officer (CPO) are smarter together. Accordingly Supply Chain and Procurement will need continuous collaboration. By aligning supply chain and procurement, spend can be considered more holistically.
Supply chain efficiency is the cornerstone of success and involves the effective management of processes, resources, and technologies from procurement to production, transportation to warehousing. In the automotive sector, manufacturers are simultaneously reducing inventorycosts and delivery times.
Supply chain excellence is easier to say than to explain. Executive teams strive to drive improvement in supply chain results; yet, sadly, only four percent of public companies succeed. The supply chain is a complex non-linear system. Understanding this relationship requires modeling. The reason? A Case Study.
For most CPOs and CFOs, deciding on the right purchasing setup — centralized or decentralized — is no small task. Each model has its perks, and choosing the best fit can feel like walking a tightrope. Keep reading to learn: What is centralized purchasing? What is centralized purchasing?
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.
In today’s interconnected global economy, supply chains play a vital role in the success of businesses. It is crucial for organizations to understand the importance of Purchase Order collaboration to effectively manage their direct spend, optimize operations, and mitigate risks.
Picture this: You’re a warehouse manager, and with a few taps on your smartphone, you instantly know the exact location and quantity of every item in your inventory. That’s not science fiction—it’s the power of mobile inventory management. Let’s get started!
While consultants know the answers (or believe they do), I believe my goal as a research analyst is to unearth new questions that should be asked (and answered together openly in the supply chain community) to improve value. I see a preponderance of reports and white papers that have lots of pages but say little. Back to John.
The basic frame of supply chain planning–functional taxonomies for optimization on a relational database–must be redesigned before supply chain leaders can reap the benefit of deep learning, neural networks, and evolving forms of Artificial Intelligence (AI). Let’s start with a basic definition.
In the vast sea of supply chain information, which SCMDOJO supply chain article truly stands out? Dive into our curated list of the top 12 blogs from 2024 that will elevate your supply chain knowledge and give you a competitive edge. Read In Detail About Procurement Department Here 2.
” At that time, the sales organization used more point-of-sale data than their competitors, they had an impressive and innovative IT team, and their supply chain processes were what I considered best-in-class. This week, the organization reported that net sales decreased 2 percent to $19.5 Over time, as I watched, this changed.
Today, we published The Supply Chains to Admire for 2023. The companies with the strongest year-over-year performance (placing in the winner’s circle for six more times in ten years) are Apple, L’Oreal, Nike, Paccar, TJX, and TSMC. Supply Chains to Admire Winners 2023 Examine Your Own Paradigm. I admit it.
Leveling up your inventory life cycle can be crucial, but keeping all the fundamental factors jumping is essential to let the life cycle evolve. However, if the life cycle stock is healthy, inventory management is smooth. Inventory management revolves around the pivotal concept of the product life cycle. Click here!
Wikipedia In 2014, I was exploring methods to publish what is now the Supply Chains To Admire report. The use of orbit charts allowed me to see the patterns of performance at the intersection of metrics over time. We purchase data from Y charts. (A We have archived corporate reporting from Y charts for 1982-2023.
As online e-commerce giants like Shein, Amazon, and Temu continue to expand, customers will expect lightning-fast delivery and service, necessitating that WMS solutions scale with demand. A majority of warehouses report labor shortages, and more than 50% cite this as a significant business challenge that is only worsening.
One day, a product is flying off the shelves, and the next, it’s gathering dust. That’s why staying on top of the latest supply chain planning trends is so important – they can make all the difference when it comes to staying competitive, reducing costs, and meeting your customers’ needs.
If you’re evaluating procurement technology or exploring ways to drive more value from existing systems, chances are you’re looking beyond tactical fixes – you want a smarter, scalable strategy. Misaligned priorities across finance, legal, and procurement create friction that delays decision-making and reduces impact.
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