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NVIDIA chip scarcity drives black-market price escalation in China

Descartes adds auditable carrier-selection workflows to MyCarrierPortal

Deloitte launches AI platform to remediate software supply-chain vulnerabilities

Pelico brings AI-powered manufacturing orchestration to Farnborough

Renfro expands AI workflows for supplier compliance and traceability

Envoy AI launches Ellie Workforce for autonomous freight execution

Compri raises €3.2 million to expand autonomous procurement agents

Chain launches AI agent for carrier negotiation and freight booking

Quorum Software acquires Streamba to expand governed AI for energy logistics

Samsara introduces agentic shipment visibility and disposable tracking labels

Linesight warns of tightening supplier capacity for critical US construction equipment

Kinaxis and NVIDIA Explore Long-Running AI Agents for Continuous Supply Chain Planning

Gartner’s 2026 Supply Chain Top 25 puts autonomous workforces and AI orchestration at the center

No Chain Technologies Introduces No Chain Ops Navigator at Tech for Industry Show 4.0

Sunstice launches Helios agentic AI layer for faster supply-chain decisions

Willow raises $7 million to govern enterprise access for autonomous AI agents

KBRW showcases AI agents for large-scale supply chain operations at Sagard NewGen AGM

Spectee closes a ¥1.8 billion round for AI-based supply-chain and crisis intelligence

Danone frames AI as a resilience layer for supply chains

Infios adds AI agents for supply chain execution across orders, warehouses and transportation

FourKites launches agentic ocean-freight booking from carrier selection to exceptions

Oracle introduces Fusion Agentic Applications for finance and supply chain

project44 targets rolled-container disruptions with an AI Ocean Exceptions Agent

FourKites launches Loft to orchestrate AI workflows across enterprise supply chains

Manhattan Associates makes its AI Agent Workforce commercially available

Infor expands industry-specific AI agents for operational workflows

SAP launches AI-centric Supply Chain Orchestration

Material Planning Analyst

Senior Manager — AI & Self-Healing Engine, Last Mile Delivery

Business Intelligence Engineer, Automated Inventory Management

Transportation Representative, Network Operations Center

Business Intelligence Engineer II, Automated Inventory Management

Global Process Owner — Sales and Operations Planning

Manager, Supply Chain Planning – Global Process Owner

SAP IBP Supply Chain Planning Consultant – S&OP/S&OE

EVENT: BSR examines operational implications of the EU Forced Labour Regulation

FAILURE: IBP change programs can deploy software faster than decision rights

RISK: Commercial Autonomous Freight Requires Clear Exception and Liability Ownership

RISK: Long-Running Planning Agents Need Explicit Decision and Override Boundaries

RISK: AI agents should not run supply chains without physical context and human oversight

RISK: AI autonomy can expand faster than human accountability

EVENT: MIT session moves supply-chain AI discussion from analytics to agentic decision-making

SECURITY: Bitsight warns AI is compressing the third-party and supply-chain attack timeline

EVENT: Trade Compliance Tech examines AI across ERP, classification and export-control workflows

WARNING: Supply-chain AI needs governance beyond automation

ALERT: US truck rates rise sharply despite softer freight volumes

ALERT: Freight bankruptcies and warehouse closures raise capacity and continuity risk

EVENT: INSA programme examines supply-chain and third-party resilience

EVENT: Manufacturers review supply-chain resilience strategies

EVENT: Automated Negotiating Agents Competition includes a supply-chain management league

RISK: Middle East disruption drives port congestion and container shortages in India

EVENT: Descartes AI Exchange examines AI agents for fleet performance

SHORTAGE: HUG moves its drug shortage platform to real-time updates

EVENT: AI Agents in Supply Chain — From Use Cases to Operational Adoption

SECURITY: Armed Groups and Illicit Actors Are Penetrating Legitimate Supply Chains

EVENT: ASCM and IBF Best of the Best S&OP Conference returns to Chicago in June 2026

EVENT: MyExobrain highlights agentic AI adoption gap after Gartner Supply Chain Symposium

EVENT: Hidden AI supply chain risks move into the planning governance agenda

WARNING: AI-Supported Phishing Becomes a Dominant Social-Engineering Pattern

Agentic logistics requires explicit limits for negotiation and disruption response

Aerospace manufacturing orchestration must connect blockers to recovery decisions

Human–AI teams need operating rules across planning and execution

Supplier compliance AI must end in sourcing action

Multi-agent Supply Chains need coordination economics, not just specialised agents

o9, Kinaxis, OMP and Anaplan: Four Different Visions for AI-Driven Supply Chain Planning

Vendor AI agents introduce a new Supply Chain third-party risk layer

AI is changing Supply Chain skills from functional expertise to decision engineering

Agentic operations must govern actions outside ERP

Defence logistics resilience is a decision network, not contractor scale

Freight agents need commercial guardrails before execution authority

Workflow orchestration is the control plane for Supply Chain agents

Supply-chain regulation creates value only when evidence changes purchasing authority

Supply-chain AI needs more than automation

The AI-empowered supply-chain leader

Agentic logistics works only when agents can survive operational exceptions

The AI-empowered supply-chain leader still owns the decision

Why Faster AI Prototyping Does Not Simplify Supply Chain Decisions

Agentic AI economics require value ownership beyond token-cost tracking

AI agents are reaching production faster than organizations are defining accountability

Demand planning, supply planning and customer service may converge into one customer-facing role

AI Agent Spending Is Accelerating Faster Than Enterprise Deployment Discipline

Human accountability remains central to self-driving S&OP

Multi-agent supply-chain AI may require satisficing rather than local optimization

Planning value increases when execution data closes the loop

Agent clusters will raise new orchestration questions for supply chains

AI should remove planning administration, not replace judgment

Agentic AI in logistics requires process orchestration and control

Launch execution fails when allocation governance cannot keep pace

Shipment visibility is shifting toward agent-supported exception management

Experiment: Build a Supply Chain as a Service company with OpenOPC

Build a governed autonomous replenishment agent for SAP S/4HANA with Claude and MCP

Build a governed Claude Managed Agent for Supply Chain workflows

From Open-Source Multi-Agent Control Tower to Governed Supply Chain Decision App

Build a Governed AI Control Tower for Logistics Questions

Build a Simulation-First AI Agent to Monitor Supply Chain Delivery Failures

22 practical Data Science projects for Supply Chain teams

Alation

Cohere

GAINS

LangChain

Collibra

UpKeep

Prewave

Fairmarkit

Overhaul

Oracle Supply Chain Management

Xeneta

Amazon Bedrock

UPS Supply Chain Solutions

Ryder Supply Chain Solutions

Rhenus Logistics

Penske Logistics

Nippon Express

NFI Industries

Hellmann Worldwide Logistics

GEODIS

DHL Supply Chain

CEVA Logistics

Simon Jacobson

Elouise Epstein

Yossi Sheffi