Andersen Yu

written by Chris Cunnane with InterSystems   Automotive manufacturers have invested billions in digital transformation over the past two decades, achieving meaningful gains in production efficiency. Yet one area has stubbornly lagged behind: warranty cost performance. Despite advances aligned with Industry 4.0, warranty costs as a percentage of revenue have remained largely unchanged. This disconnect highlights a critical truth that while production has evolved, warranty operations have not kept pace. At the heart of the issue is a fundamental inefficiency: time. Specifically, the lag between when a warranty claim is submitted and when meaningful problem-solving begins. This delay not only drives up operational costs but also impacts customer satisfaction and brand perception.   The Hidden Complexity of Warranty Claims Warranty management is more than a back-office function. It is a complex, data-driven process involving multiple stakeholders, systems, and validation steps. Each claim requires verification of warranty coverage, assessment of the issue, and coordination across service providers, suppliers, and internal teams. Much of this process remains manual. Organizations often rely on fragmented systems, inconsistent data formats, and time-intensive validation steps such as reviewing receipts, maintenance records, and warranty agreements. These inefficiencies introduce delays that can stretch into weeks before root cause…

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…