More
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
October 21, 2025
Peak Season Logistics: How Smart Inbound Flow Drives Golden Quarter Profits
Special Guest Blog Post from e2open From demand sensing to dynamic allocation, here’s how leaders turn peak season logistics into profit Call it Q4, The Golden Quarter, or Peak Season—it’s the 100-day sprint through fall and winter holidays where profits soar, plans tighten, and one slip leaves you scrambling through January. Across peak season logistics, most companies obsess over outbound speed. Yet the real winners are brands that master inbound logistics flow months earlier. Getting the right inventory to the right locations isn’t glamorous, but it’s where the margins live. Every peak season playbook demands strategic evolution. Rerun last year’s strategy this quarter and you’ll sink—unless you’ve built sophisticated inbound logistics capabilities, airtight supplier partnerships, and precise forecasting to anticipate market shifts. With the right strategy, you can stride into the Golden Quarter. That means: Smarter forecasting that detects demand shifts before they hit Sharper allocation that puts inventory exactly where it’s needed Replenishment planning that maintains flow under pressure On Time in Full (OTIF) execution that keeps products moving and shoppers happy In peak season, accuracy wins. Miss inbound positioning, and your bottom line misses too. Inbound planning: The difference between stockouts and sales Golden Quarter demand…