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The adoption of AI in supplychain automation is enabling companies to make more accurate decisions, reduce cycle times, and better manage complexity. These capabilities are now being integrated into mainstream TMS, WMS, and ERP platforms.
During my current supplychainplanning 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.
In the fast-paced world of modern supplychains, traditional forecasting methods fall short. Advanced supplychainplanning is being transformed by probabilistic forecasting , which revolutionizes demand forecasting, supplyplanning, and inventory optimization.
In the fast-paced world of modern supplychains, 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.
The logistics and supplychain 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.
Five years ago, we all thought the COVID-19 pandemic resulted in the most disrupted supplychain landscape we would ever see. Since then, supplychain 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
My head is wobbling with announcements, late-night Friday press releases, company name changes, and executive turnover in the supplychainplanning market. Logility, a conservative company supplychainplanningtechnology, historically had no debt and cash reserves of more than 80M, is undervalued in this deal.
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. It is a brilliant tool.” The Warner Music Group was an early adopter.
In follow-up qualitative interviews, one of the largest issues with organizational alignment was metric definition and a clear definition of supplychain excellence. In my post Mea Culpa, I reference my work with the Gartner SupplyChain Hierarchy of Metrics. They do not excel in planning or forecasting.
Machine learning (ML)a specialized field within artificial intelligence (AI)is revolutionizing demand planning and supplychain management. These improvements directly strengthen the bottom line, making ML capabilities an essential component of modern supplychain management software.
“May you live in interesting times,” widely attributed as a Chinese curse, some claim this as a blessing; whichever side you take, this is exactly what’s happening in the supplychain world since 2020, and it looks like we will be living with this blessing/curse for a while longer. Emerging Themes for SupplyChainPlanning.
Analytics and business intelligence (BI) are no longer optionaltheyre essential. Thats why modern BI systems are quickly becoming the go-to solution for data-driven enterprises. They integrate, align, and activate data across the business to drive better, faster decisions unlike legacy reportingtools that can’t.
She wrote, “I have been working in the supplychain 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. In a recent blog post, I was challenged by Anna.
Setting the Stage The National Retail Federation’s 2025 conference has unveiled a clear vision of retail’s future, where artificial intelligence, integrated planning solutions, and customer-centric approaches are reshaping the industry landscape. Here are the key insights we gathered firsthand at this year’s event.
The Covid-19 pandemic tested the global supplychain. Like riding a bumpy road, the supplychain leader is riding the ups and downs of changing market conditions facing greater variability day-to-day. Here, based on interviews with supplychain leaders, I share lessons learned. It will not be over soon.
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?
Being listed on a last-mile-delivery service platform and reaching a much broader customer base beyond the neighbors became a must-have for survival. Digital commerce efficiently requires the digitalization of many customer-facing operations and sourcing and procurement. Digital Transformation Journey.
In a previous post , I made a case for how the Chief SupplyChain Officer (CSCO) and Chief Procurement Officer (CPO) are smarter together. Accordingly SupplyChain and Procurement will need continuous collaboration. By aligning supplychain and procurement, spend can be considered more holistically.
Supplychain 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.
That’s why staying on top of the latest supplychainplanning 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 supplychainplanning.
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 2004, I worked with a Midwest North American meatpacker to help define its supplychain strategy. Consumers constantly change the mix preferences in purchases. Somedays, the focus is on steaks or ribs and the next on the purchase of ground or cubed meat. What do I mean? To illustrate, let me share a story.
”) So, I sat across from a stranger on a cold winter night, the only thing that we had in common was our experience in supplychainplanning. . And won’t the supplychain follow suit?” I thought back to the press releases I wrote at prior technology companies, which only had a glimmer of truth.
If you were tasked with procuring the best supplychain IT system, what would you look for? ERP, APS, SCM Systems Explained Organisations often use these systems together because each serves a distinct but complementary purpose. On top of this, APS uses the data from your ERP to create optimized plans.
To call todays supplychain environment high pressure feels like the understatement of 2025. At the same time, companies have been forced to pull forward inventory purchases, creating a squeeze where carrying costs are up while cash flow is tight. Labor costs: Forget clipboards, radios, and homegrown management systems.
Autonomous SupplyChains In this competitive environment, a CPG manufacturer needs to fight to get space on retailer shelves in each region, keep those shelves stocked, compete and collaborate simultaneously with e-commerce, and maintain its operating margins. each with discrete plans generated typically in sequential batch runs.
With the advent of the digital era, supplychain has transformed dramatically. To increase flexibility, responsiveness, and competitiveness in the long run, the investment in supplychain digitalization will increase by 10%-15% over the next few years. If trends hold, we will achieve touchless supplychains very soon.
Few organizations are immune to the effects, which are acutely felt in supplychains — and the more complex they are, the greater the probability of interruptions. The study found that these leaders considered the largest gap to be between supplychain and procurement, citing it as a major issue.
When reviewing strategy decks for supplychain 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?” ” Sound familiar? To help, I will ask, “How do you define value?
Today, we published The SupplyChains to Admire for 2023. SupplyChains to Admire Winners 2023 Examine Your Own Paradigm. Most supplychain leaders are stuck in their own paradigms. As an old gal, with over forty-years of supplychain experience, writing this report for ten years taught me many lessons.
Supplychain excellence is easier to say than to explain. Executive teams strive to drive improvement in supplychain results; yet, sadly, only four percent of public companies succeed. The supplychain is a complex non-linear system. Understanding this relationship requires modeling.
He had a load full of cotton bales, and while idling away hours at a shipyard watching stevedores load other cargo onto ships he dreamed up containers that transformed global supplychains. Containerization eventually reduced shipping and loading costs by at least 75%. The myth of the “perfect plan”.
I seethed as the news stations celebrated supplychain success for the December holidays. The health of the supplychain underpins our economy. When the supplychain is sick, all industries suffer. The dramatic increase in cost is a major factor in inflation: driving the 11.5% I am worried.
These clothing companies have revolutionized how consumers purchase, wear, and dispose of their clothing. Over the past three decades, three technological shifts have transformed the fashion industry. First, in the early 2000s, advancements in data analytics, RFID, and localized supplychains fueled the rise of “fast fashion.”
One of the industry’s biggest concerns is how to digitise and transform quickly, without starting from scratch and having to throw away your enormous investment in traditional systems. The good news is that you don’t have to—even if you have hundreds of legacy systems and ERP instances across your company.
In 2012, I published an article on Sales and Operations Technology (S&OP) Maturity. (I I never republished the report, because not enough has changed to warrant it.) The report centers on the concept of moving from inside-out to outside-in technologies. What Is An Inside-Out Planning Process?
My dad is the VP of our household’s grocery supplychain. To keep customers like my dad satisfied, RGD and Quick-commerce companies need to invest in new technologies to optimize the supplychain and logistics operations. SupplyChain Digitalization & Autonomous Planning.
Today, supplychain excellence matters more than ever. During the pandemic, the supplychain discussions take new importance. While the supplychaintechnology market lost its allure at the start of the last decade, it is now cool again. The supplychain career is new. Reflection.
Today, I speak at the North American Manufacturing Association, Manufacturing Leadership Conference, in Nashville on the use of data to improve supplychain resilience. Background The Council of SupplyChain Resilience met for the first time this month. What is supplychain resilience? The reason?
This is part 2 of a 2-part series on how to succeed in planning and decisions amid times of disruption. In part 1 of my blog on Planning the Value Chain and Decision Making in Times of Disruption, the focus was on the ability to react and execute amidst the unpredictability of demand. Technology for Effective Planning.
Procurement and SupplyChain Management are essential functions that can help companies navigate these challenges, but they are often siloed and operate in separate departments. Their metrics are often misaligned as well – supplychain focuses on service and procurement focuses on the cost of acquiring materials and services.
In today’s interconnected global economy, supplychains 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.
Knowledge Graphs are emerging as an important tool for building advanced AI capabilities. Agentic AI involves creating a system of interacting agents, each trained on a specific task or dataset. The chemical industry has a complex supplychain. Agentic allows for much greater flexibility. Their plants are very expensive.
GEP and the North Carolina State University (NCSU) SupplyChain Resource Cooperative surveyed supplychain, procurement and IT professionals across a range of industries to gain insight into their priorities and strategies regarding supplychain resilience and optimization.
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