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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…
supply chain planning
January 13, 2026
Lyric’s Stephen Musciano on Why the Plan Is “Dead on Arrival” — and Why Supply Chain Must Flip the Script
At the Gartner Supply Chain Planning Summit in December 2025, Scott Luton sat down with Stephen Musciano, a former practitioner turned technology leader who now helps transform supply chain organizations through Lyric—a fast-growing, math-first, AI-native platform redefining what supply chain technology can be. Musciano, who began his supply chain career at companies such as New Balance and Under Armour, brings both real-world execution experience and deep technical vision to his work. That mix is central to what makes Lyric—and its philosophy—stand apart. Lyric: A Platform, Not a Point Solution Musciano described Lyric as fundamentally different from traditional vendors. Rather than offering a single application or fixed module suite, Lyric provides a true supply chain platform in Lyric Studio—one built from composable, no-code building blocks that allow companies to create exactly what they need. “Think Legos,” Musciano explained. “We’re not selling you a car or a house. We give you the blocks so you can build what your supply chain truly needs. We might even give you a starter kit but the configuration and molding it to fit your business and your problem is where the magic happens.” Lyric Studio is intentionally designed centered on non-technical practitioners—people like “Maria,” Lyric’s…