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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.
Discover which features will differentiate your application and maximize the ROI of your embedded analytics. Brought to you by Logi Analytics. But today, dashboards and visualizations have become table stakes.
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.
SAP is embedding its generative Joule across the SAP Ariba source-to-pay solution portfolio to make it easier for their customers to manage routine inquiries, such as status updates, summarization, and frequently asked questions. The enterprise software company also announced a new analytics solution covering external workforce management.
In this type of environment, traditional procurement software and manual processes are insufficient – and many procurement teams are looking to artificial intelligence (AI) for answers. Key Takeaways Understand the potential impact of AI – including Generative AI & AI Agents – in procurement.
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.
Why do some embedded analytics projects succeed while others fail? We surveyed 500+ application teams embedding analytics to find out which analytics features actually move the needle. Read the 6th annual State of Embedded AnalyticsReport to discover new best practices. Brought to you by Logi Analytics.
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.
Sudden and significant changes in demand, especially in consumer markets, stack up more challenges, requiring order revision and reallocation. Optimizing fulfillment requires a series of steps to get a shipment from its source to the end customer.
AI is reshaping the way organizations source, manage suppliers, and drive value today. As supply chains become more interconnected and risks more dynamic, traditional procurement tools fall short. AI agents offer a smarter, faster way to manage sourcing, risk, and spend across the entire procurement lifecycle.
AI is reshaping the way organizations source, manage suppliers, and drive value today. As supply chains become more interconnected and risks more dynamic, traditional procurement tools fall short. AI agents offer a smarter, faster way to manage sourcing, risk, and spend across the entire procurement lifecycle.
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.
Strategic sourcing and innovative solutions are often viewed as two distinct procurement tools, but they should not be seen in isolation. Think of them as apples and gearseach essential and effective on its own, yet when combined; they create a formidable mechanism for achieving procurement excellence.
Enterprise procurement teams face growing pressure to deliver strategic value – managing supplier risk, ensuring compliance, and supporting sustainability – all without sacrificing speed or control. This blog explores the most common challenges in digital procurement and the capabilities that matter most.
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?
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. Such sourcing events can be in the context of direct materials or logistics capacity.
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.
When reviewing strategy decks for supply chain teams, I often see statements like “move from a functional-silo’d focus to a drive a more holistic response.” ” Or “push a shift from a focus on cost to drive value?” Functional Metrics. ” Sound familiar? This gap grew over the last decade.
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
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.
Located in the United Kingdom (UK), he has more than twelve years of experience in progressive roles driving demand-drive projects for their global supply chain. At the Supply Chain insights Global Summit , Nick shared his story on driving demand-based improvements. Components of a Demand-Driven Journey.
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?
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.
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.
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 today’s dynamic and unpredictable business environment, companies face various challenges such as changing consumer demands, global uncertainty, and the impact of natural and man-made events. This approach results in inefficiencies, higher costs, and missed opportunities.
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 inventory costs and delivery times.
”) So, I sat across from a stranger on a cold winter night, the only thing that we had in common was our experience in supply chain planning. . And won’t the supply chain follow suit?” The supply chain planning industry is fraught with big claims with little substance. The facts are clear.
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.
As Procurement teams are tasked to do more with less in an increasingly complex and uncertain market, digitization has become a must. Procurement leaders have increasingly turned to Spend and Supplier Management platforms to improve decision-making, efficiency and collaboration.
I wrote my first report on Sales and Operations Planning (S&OP) while sitting on the floor in the Atlanta airport in 2005 when I was an AMR Research analyst. I wrote many reports on airport floors in those days–electrical plugs were just too scarce.) Sales and Operations Maturity Model from 2005-2008.
GEP and the North Carolina State University (NCSU) Supply Chain Resource Cooperative surveyed supply chain, procurement and IT professionals across a range of industries to gain insight into their priorities and strategies regarding supply chain resilience and optimization. Alex Zhong, Director Product Marketing at GEP.
Remember those times when we used to stroll down the block and find local stores such as the mom-and-pop diners and get the chance to relish the coziness and sense of family environment there. Digital commerce efficiently requires the digitalization of many customer-facing operations and sourcing and procurement.
Note: Today’s post is part of our “ Editor’s Choice ” series where we highlight recent posts published by our sponsors that provide supply chain insights and advice. This article is from Michael Balint at Solvoyo and looks at the fresh produce supply chain. To read the article, click HERE.
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.
Today, supply chain excellence matters more than ever. During the pandemic, the supply chain discussions take new importance. While the supply chain technology market lost its allure at the start of the last decade, it is now cool again. The supply chain career is new. The supply chain career is new. Reflection.
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. Here are some highlights from these trends in 2023 and implications on supply chain planning.
Ivalua Spend Management Insights [ivory-search] 3 Powerful Ways Procurement will Drive the 2030 Saudi Vision Transformation May 30, 2023 | | Procurement Strategy by Sara Omer What is the Saudi Vision 2030 Program? Procurement and supply chain teams will play a crucial role in making this vision a reality.
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.
Supply chain sustainability is a higher priority than ever. In MIT’s State of Supply Chain Sustainability 2021 , 80% of executives surveyed said the pandemic either had no impact on their commitment or increased it. PwC reports that almost half of assets under management are held by investment firms committed to decarbonization.
Analytics and business intelligence (BI) are no longer optionaltheyre essential. They need visibility across multiple internal systemslike ERP, CRM, and financial platformsand even external sources shared with suppliers, partners, and customers. Think of it as the central nervous system of your analytics ecosystem.
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