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” I advise for clients to maximize the value of SAP as a system of record and start to build the concepts and flows for the next generation of planning as a system of insights. To build an outside-in model, and use new forms of analytics, we must start the discussion with the question of, “what drives value?
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.
From sourcing and bid evaluation to warehouse slotting and dynamic routing, AI tools support faster and more consistent outcomes by processing large volumes of operational data and identifying patterns that human decision-makers may overlook. These capabilities are now being integrated into mainstream TMS, WMS, and ERP platforms.
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.
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.
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 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.
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.
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?
Proactively adopting cleaner energy sources ensures alignment with these evolving regulations. The industry’s dependency on traditional energy sources necessitates an urgent shift toward cleaner alternatives. Transparent sourcing practices build trust among consumers and investors.
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. Error is error, but is it the most important metric? My answer is no.
Many large organizations have multiple systems for order, warehouse, or transportation management that are barely integrated frequently not at all. Optimizing fulfillment requires a series of steps to get a shipment from its source to the end customer. The ability to meet fulfillment goals is impeded by several issues.
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. But when spend is scattered across systems, business units, and suppliers, finding those insights is easier said than done.
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.
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.
A disruption at any point in the global logistics network including the average of 12 touch points from shipment packaging to final delivery can prove disastrous for profits, service levels, customer loyalty, and other key metrics. With the global e-commerce market predicted to reach $8.1
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. Payback in under 6 months.
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.
It is crucial for organizations to understand the importance of Purchase Order collaboration to effectively manage their direct spend, optimize operations, and mitigate risks. From natural disasters to geopolitical tensions and the ongoing COVID-19 pandemic, supply chains have been significantly impacted.
The supply chain is a complex non-linear system. 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.) Was this by design?
Modern ML-powered demand planning systems simplify this by analyzing multiple factors simultaneously – product trends, competitive pricing, market conditions, and social media activity – to uncover patterns in promotional events and quantify their precise effect on sales.
In May 2025, one in seven home-purchase agreements fell through resulting in the cancellation of 56,000 purchase contracts. Supply chain was defined in 1982 as interoperability between source, make and deliver. Ask a procurement or transportation professional if they have a good demand signal and expect a laugh.
Procurement and Supply Chain 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 – supply chain focuses on service and procurement focuses on the cost of acquiring materials and services.
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.
In the supply chain team analysis, note the 21% gap between procurement and manufacturing teams, the 35% gap between sales and operations and the 21% gap between finance and operations. Layering CRM and SRM on top of ERP made sales and procurement more efficient but less effective in working with trading partners and serving the organization.
What Is Strategic Sourcing? A Complete Guide Strategic sourcing is a data-driven approach to securing the best value for your organization from its strategic suppliers. It is called strategic because it replaces traditional ad hoc approaches to sourcing, which were almost entirely focused on cost savings, item by item.
By embedding analytics across logistics, sourcing, and fulfillment, businesses gain the visibility and foresight needed to stay competitive.Analytics-driven leadership is no longer a luxury; it’s the foundation of operational survival in todays volatile business environment. Prescriptive analytics tells them what to do about it.
The discipline, first defined in 1982, includes source, make, deliver, and planning functions. The method is not systemic and the data scientists lack an understanding of supply chain management. One of my favorite supply chain leaders has a stack of Palantir reports in black binders on his desk. Kinaxis Purchase of Rubikloud.
Strong vendor relationships are critical for business success, especially when it comes to managing inventory and procurement. Vendor Relationship Management (VRM) helps businesses manage supplier interactions, track performance, and ensure smooth procurement processes. Why is Vendor Relationship Management Important?
Many consultants struggle with the confirmation bias that deeper optimization plugged into existing planning systems is the stepping stone to self-driving or hands-free planning. There is no magic ball on design: the organization’s reporting structures vary by culture and size. Supply Chain Reporting Structures.
To mitigate risks, many companies are incorporating alternate parts into their sourcing strategy. Here, we highlight some of the obstacles with alternate parts sourcing and discuss key considerations to help streamline the process. 5 ESSENTIALS FOR SOURCING ALTERNATE COMPONENTS 1. Ensure parts originate from a trusted source.
I know that your primary focus is procurement. The goal was to teach the impact of system dynamics in a non-linear system that we now call the supply chain. Or planned orders to purchase orders?) The supply chain is a complex, non-linear system that cannot be effectively managed linearly. Go to the source.
Businesses often use it in retail and purchasing. Category management isn’t just another procurement trend. It’s a way for companies to group similar goods or services (like IT infrastructure, facilities, or raw materials) and manage them holistically instead of handling every purchase in isolation.
The landscape of public sector procurement has undergone significant transformation in recent years, driven by advancements in technology, evolving regulatory frameworks, and an increasing emphasis on sustainability. Predictiveanalytics powered by ML helps organizations anticipate procurement trends and identify potential risks.
Primed for transactional efficiency, these legacy architectures based on relational databases drive order-to-cash and procure-to-pay efficiencies. Current Familiarity with Analytic Concepts (Fall 2022 Snapshot) Preamble Supply chain leaders love their rows and columns. I term this our data jail. The focus of the Gartner Magic Quadrant.)
PwC reports that almost half of assets under management are held by investment firms committed to decarbonization. Similarly, UPS has strong commitments to sustainability and invests in many options, such as alternative fuel vehicles, e-cycles in dense cities, and carbon offsets for purchase with shipping. Buffering creates waste.
Below are the individual web links and prime takeaway messages from each of our prior postings: Part One : Michael observed that standard sourcing solutions struggle to support direct materials sourcing because of specific challenges in legacy software design.
Companies often push aside procurement compliance to focus on more pressing issues. No wonder—procurement often gets tedious and burdened with time-consuming processes. However, ignoring procurement compliance is like ignoring a ticking time bomb. Scroll down to find out: What is procurement compliance?
Agentic AI involves creating a system of interacting agents, each trained on a specific task or dataset. They prepare equipment for maintenance, do isolation (disconnect a piece of equipment from the flow of chemicals by closing valves), look at quality or reliability metrics, and do rounds. Al Syed elaborated. Data does not move.
Procurement operations are no exception. In fact, 43% of GPOs that took part in the 2023 Global Chief Procurement Officer Survey cited overall procurement risk had increased significantly as compared to 20% in the 2021 study. Keep reading to learn: What is an online procurementsystem?
Digital commerce efficiently requires the digitalization of many customer-facing operations and sourcing and procurement. Supply chain planning involves interaction with different types of information based on internal and external data sources. This includes internal and external data sources.
SCMDOJO Academy elevates your procurement and supply chain skills through its extensive course library. Mastering Procurement – Essentials Skills and Competencies Mastering Procurement by Maryna Trepova is the ultimate Procurement and Purchase Management course for Engineers, Entrepreneurs, Managers, and Students.
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. They are more likely to shop for discounts and sales and may delay purchases of some items.
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