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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…
AI warehouse optimization
February 19, 2026
Automation That Adapts: Romain Moulin of Exotec on Building Warehouses for an Uncertain Future
Uncertainty Is the New Baseline At Manifest 2026, Scott Luton spoke with Romain Moulin, CEO and co-founder of Exotec, to discuss how warehouse automation is evolving in an era defined by volatility. “The big trend of last year was uncertainty,” Romain said, reflecting on 2025’s tariffs, economic tensions, and shifting trade dynamics. “Anything that would be done needed to deal with uncertainty.” Rather than waiting for stability, companies are designing operations that assume change is constant. “Anything that is going on now must be projects that are able to reorganize themselves,” he explained. Warehouses must be robust, agile and flexible as to whatever the next disruption brings. From Conveyors to Configurable Robotics Exotec is known for inventing 3D warehouse robots (Skypods) that move across the floor and climb racks up to 14 meters (46 feet) to retrieve totes and deliver them to operators. But beyond the visual wow factor, the real transformation is simplification. “The time of bespoke complex warehouses tailored to a very specific need is over,” Romain said. Customers are moving toward more generic, adaptable warehouses. Exotec replaces hardware complexity with intelligent software. “We don’t program the solution,” he noted. “We let the software find the best…