Logistics

Beyond Visibility: AI Redefines Logistics

Author: Sedat Onat
A hand in rubber gloves holding a semiconductor chip
Beyond Visibility: AI Redefines Logistics
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For years, logistics leaders have made significant investments in visibility — dashboards, alerts, and reports showing what is happening. Yet despite all this data, many organizations still face the same challenges: disconnected systems, slow decision-making, rising costs, and continuous pressure to do more with less. Visibility alone has not delivered the agility, flexibility, or performance that today's supply chains demand — and leaders know it. From a supply chain perspective, the evolution from visibility to orchestration is highlighted in Gartner's Supply Chain Top 5 Strategic Trends 2026 report. The real-time visibility platform category (FourKites, project44, Tive, Shippeo, Overhaul, Wakeo, Roambee) is expanding toward the execution layer.

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GenAI is changing this. With the introduction of intelligent agents and agentic workflows, logistics is moving from passive insights to proactive orchestration. These agents do not just analyze — they take action. They continuously monitor, predict, and recommend. From a supply chain perspective, Aptean was formed in 2012 through the merger of CDC Software with Consona and is backed by Vista Equity Partners, TA Associates, and Charlesbank Capital Partners. It offers a modular ERP/SCM portfolio across discrete manufacturing, process manufacturing, distribution, retail, fashion, food & beverage, compliance, routing & scheduling, EAM (Enterprise Asset Management), and TMS categories. Paragon Routing and Routeware acquisitions support Aptean's logistics expansion.

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From a supply chain perspective, the speakers are Jim Endres (Director of TMS) and Chris Peel (Director of TMS Product Management) from Aptean, and moderator Robert Bowman, Editor-in-Chief of SupplyChainBrain. The TMS (Transportation Management System) market is dominated by SAP TM, Oracle OTM, Manhattan TMS, Blue Yonder TMS, Descartes, MercuryGate, Trimble TMS, 3Gtms, Aptean, Alpega, BluJay (E2open), Coyote (RXO), and Kuebix (Trimble). load building, mode optimization, routing, tendering, tracking, freight audit, settlement, parcel rating, and multi-stop optimization are core modules of modern TMS systems.

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From a supply chain perspective, practical applications of agentic AI in TMS are found in exception management (delays, OS&D, damage), dynamic re-routing, predictive ETA, capacity matching, spot bid automation, carrier scorecard, freight invoice audit, claims processing, and sustainability reporting. OpenAI, Anthropic Claude, Google Gemini, Microsoft Copilot, Salesforce Agentforce, SAP Joule, Oracle MCP, and ServiceNow Now Assist are modern agentic platforms. retrieval-augmented generation (RAG), chain-of-thought reasoning, tool use, multi-agent orchestration, guardrails, and human-in-the-loop are core components of agentic AI architecture. NIST AI RMF, EU AI Act, and ISO/IEC 42001 are regulatory frameworks. In conclusion, Aptean's perspective clearly demonstrates that the evolution of logistics from visibility to orchestration is a critical step in the industry's maturation process.

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Key Points:
\n1. Visibility alone does not deliver agility/flexibility/performance.
\n2. GenAI agents enable the transition from passive insights to proactive orchestration.
\n3. Jim Endres and Chris Peel from Aptean speak as TMS leaders.
\n4. The moderator is SCB Editor-in-Chief Robert Bowman.
\n5. Intelligent agents not only analyze but take action.

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