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Laura Cyrus

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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…
supply chain risk cybersecurity
July 31, 2024

Supply Chain Now Guide: Protecting Supply Chains From Cyberattacks

In July, what is being called the “largest IT outage in history” grounded air cargo and travel and caused “substantial disruptions” to the networks of such supply chain giants as FedEx and UPS. While cybersecurity company CrowdStrike blamed the worldwide outage on a “software update” and not a cyberattack, the event illustrates the importance of taking measures to safeguard the supply chain systems we all rely on for the movement of goods and people. Cybersecurity is Paramount in Digital Supply Chain A Boston Consulting Group (BCG) report published in October 2023 said that “bad actors are using more sophisticated tools and techniques to exploit vulnerabilities in digital networks, and weak points can be difficult to detect. Companies with established cybersecurity capabilities are being compromised through less sophisticated third parties that are connected to their network.” Today’s Supply Chain Remains Vulnerable to Cyberattacks According to the Identity Theft Resource Center, the number of organizations targeted by supply chain cyberattacks skyrocketed by 2,600% between 2018 and 2023. Verizon’s 2024 Data Breach Investigations Report said there was a 68% year-over-year leap in the amount of “supply chain interconnection” involved in cyber breaches. Among high-profile cyberattacks affecting the supply chain: In December 2020, Forward…