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Rafael Aparicio

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compliance
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…
logistics
October 23, 2025

Taming Inbound Logistics: A Playbook for Multisupplier Sourcing

Special Guest Blog Post from Emo Trans The unpredictable economic landscape has produced unprecedented challenges within inbound logistics. Company leaders must navigate global disruptions and shifting consumer demands as they reshape their supply chains. Amidst the adversity, multisupplier sourcing has become a strategic advantage instead of a contingency plan. Follow this approach to equip business leaders with actionable insights. What Is Multisupplier Sourcing? Multisupplier sourcing involves purchasing products or services from two or more suppliers. This strategy differs from organizations using just one supplier. Diversifying the base requires establishing and managing relationships with multiple vendors. A robust network lets you be more agile as the market changes. Multisupplier sourcing has gained traction in the last five years. A 2022 McKinsey survey said 81% of companies implemented dual-sourcing strategies — an increase of 26 percentage points since 2020. Sixty-nine percent of respondents said this approach will continue to be relevant through the decade. The survey noted changes in inventory, sourcing and regionalization to boost resilience. Why Businesses Use Multisupplier Sourcing Increasingly complex supply chains have made businesses reevaluate traditional sourcing models. Multisupplier sourcing has emerged as a popular strategy to improve operational efficiency and resilience. Here are three key benefits that…