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Don Bowersox

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January 27, 2026

AI in Global Trade Compliance: What Works Now, What’s Next, and How to Govern It

Special Guest Blog Post written by Dr. Johannes Hangl with e2open   AI is no longer an experiment in global trade compliance. It’s already being applied in product classification, document-to-declaration workflows, risk targeting, and sanctions screening. At the same time, regulators and customs authorities are adopting AI themselves. This is raising expectations for data quality, transparency, and governance across the entire trade ecosystem. With the EU AI Act set to apply from August 2026, companies that have not yet implemented human-in-the-loop controls, drift monitoring, and defensible audit trails are running out of time to close the gap.   Where AI is already adding real value today: HS and ECN classification   Product classification has become one of the most practical AI use cases. Modern tools can now suggest harmonized system (HS/ HTS) and export control (ECCN) codes, explain the rationale, and attach confidence scores and audit metadata to each decision. This direction mirrors what customs authorities are doing. Administrations such as German Customs have discussed using machine learning to improve targeting and risk detection. It appears both sides of the border are moving toward data-driven decision support. AI does not remove accountability. It changes how accountability is exercised.   Practical…
March 3, 2025

Unlocking Fulfillment Potential: Robotic-Assisted Picking Engineered to Boost Your Profits

Zebra Robotics Automation is revitalizing AMR-assisted picking to optimize fulfillment efficiency and productivity with up to 30% fewer robots need in comparison to legacy systems. Their innovative approach can help significantly lower your cost per unit by combining workers and robots into a streamlined partnership that increases throughput without sacrificing performance rates, accuracy or reliability. Maximize AMR-assisted picking efficiency with Zebra’s three-fold strategy: Balanced Utilization: Use low-cost carts for buffering instead of extra robots or labor, reducing costs. Increased Capacity: Carts boost pick density and eliminate AMR wait times, handling 150-300% more items while cutting robot needs by up to 30%. Optimized Workflows: Seamless coordination ensures every picker and robot stays productive—no idle time, no wasted effort.   Download the “Unlocking Fulfillment Potential” eBook here to learn more