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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…
August 29, 2025

Modified Agile for Electronics Development: A Smarter Path to High-Value Solutions

Modified Agile for Electronics Development Electronics development has never been more complex—or more critical. Traditional waterfall methods often slow teams down with long cycles, costly redesigns, and missed deadlines. While software teams have thrived with agile, hardware development requires a different approach. This white paper introduces the Modified Agile for Hardware Development (MAHD) Framework™, designed specifically for electronics teams. By adapting agile principles to hardware’s unique challenges, MAHD enables faster timelines, reduced risk, and higher-value solutions. If your organization struggles with shifting requirements, late-stage changes, or cross-disciplinary silos, this guide provides a smarter way forward.   Why Download This White Paper?   Understand why traditional methods fall short and how hardware-specific agile solves the challenges waterfall and “faux agile” can’t. Get a clear introduction to the MAHD Framework™, a proven model that accelerates development by 25–50% while reducing costly risk. Learn practical strategies and tools—from system-level user stories and tailored prototyping to Altium’s solutions for agile electronics success.   What You’ll Take Away:   A framework purpose-built for hardware and electronics – not a software agile retrofit Practical methods to reduce wated effort, improve predictability, and accelerate time-to-market Real-world examples of how electronics teams can align strategy, execution, and customer…