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supply chain planning
January 7, 2026
ToolsGroup CEO Sean Elliott on Embracing Uncertainty, Probabilistic Planning, and Preparing for an Agentic Future
At the Gartner Supply Chain Planning Summit in Denver, Scott Luton sat down with Sean Elliott, CEO of ToolsGroup, to discuss why uncertainty is no longer something supply chain leaders should fear—and how the right technology can turn volatility into advantage. Elliott brings decades of experience across supply chain execution and planning, a background that shapes his pragmatic leadership philosophy. As he noted, bad plans can cripple even the best execution environments, just as poor execution can undermine well-crafted plans. ToolsGroup’s mission sits squarely at that intersection. What Makes ToolsGroup Different Elliott described ToolsGroup as one of the few truly probabilistic planning providers in the market. While many vendors claim probabilistic capabilities, most stop at probabilistic forecasting. ToolsGroup goes further by embedding probabilistic thinking across the full breadth of its planning technology. The company’s belief is simple but powerful: uncertainty is not the enemy—it’s an asset. Rather than chasing forecast accuracy for its own sake, ToolsGroup focuses on business outcomes. What planning organizations really care about, Elliott argued, is having the right inventory in the right place at the right time to satisfy customers. Customer satisfaction—driven by availability, pricing, and service—is the ultimate goal. Probabilistic planning enables organizations to…
data
December 17, 2025
SAP’s David Vallejo on the New Era of Planning: From Algorithms to Data-Driven Confidence
In a rapidly evolving global supply chain landscape, SAP’s David Vallejo believes the most exciting innovations are happening in planning—and that the industry is entering a fundamentally new era. At the Gartner Supply Chain Planning Summit 2025 in Denver, Vallejo, who leads global product marketing for SAP’s supply chain portfolio, joined Scott Luton to discuss how planning is transforming, why data now sits at the center of competitiveness, and what SAP is doing to help organizations make faster, more confident decisions. A Shift From ERP-Centric to Data-Centric Vallejo described his team’s role as one that constantly scans the market—identifying trends, customer expectations, and the problems companies will need to solve next. Those insights help shape new innovations across the SAP ecosystem. He noted that SAP has moved decisively from an ERP-centric worldview to a data-centric one. This shift is essential, he argued, because the biggest advantage in modern planning lies in having the right data—clean, connected, contextualized, and ready to drive decisions. As Vallejo put it, “It’s all about the data that I need to make better planning decisions.” Planning Models Are No Longer Static Reflecting on how planning has evolved since he entered the field two decades…