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ADB Digital Strategy Prioritizes Data Governance and Responsible AI Across Asia-Pacific

DataLeo launches a Supply Chain AI Radar covering planning, operations and decision governance

FedEx plans tariff refunds with priority for data-sharing shippers

EcoVadis publishes reliability framework for supplier carbon data

Kinaxis partners with Databricks for governed AI-powered supply-chain orchestration

nVision Global introduces nSure AI for transportation financial intelligence

Vibe-Coded Supply Chain Apps Move From Experiment to Governance Challenge

EcoVadis supplier-risk report exposes AI data-readiness gap

Microsoft Dynamics 365 shows how agentic AI links supply chain data, decisions and execution

E2open positions agentic AI as an embedded layer for connected supply chain management

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

Danone frames AI as a resilience layer for supply chains

o9 frames Responsible AI as enterprise readiness for agentic planning

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

OMP launches Unison Express to accelerate supply chain planning deployments

Anthropic publishes an AI-native startup playbook for founders building with agents

DENSO transforms global supply-chain operations with Oracle Fusion and embedded AI

Pigment upgrades AI Agents with live web context and source citations

SAP Positions Joule Agents and Assistants as a New AI Layer for Supply Chain Management

Compri raises €3.2 million to expand autonomous procurement agents

Descartes adds auditable carrier-selection workflows to MyCarrierPortal

World Economic Forum adds 16 Lighthouse awards as AI scales across manufacturing and supply chains

T-Systems and SupplyOn bring sovereign AI agents to industrial procurement

SAP launches its Autonomous Enterprise and governed Business AI Platform

John Galt Solutions’ Atlas recognized among 2026 top logistics and supply chain technology providers

project44 expands AI agents across procurement, disruption response and carrier operations

Kinaxis brings NVIDIA AI acceleration into Maestro for large-scale planning optimization

Accenture invests in Aera Technology to fuel AI-enabled supply chains

Infor expands Industry AI with more than 100 agents and Agentic Orchestrator enhancements

Logility Finds GenAI Adoption Outpacing Supply Chain Governance

Accelerator Digital Product Owner — Manufacturing & Supply Chain AI

Data & BI Junior Project Manager Intern — Softgoods R&D

Connected Planning Model Builder

Supply Chain AI and Data Science Lead

AI Portfolio Lead H/F

IT & Data Product Analyst — Integrated Business Planning

Head of AI & Advanced Apps

Supply Chain AI Enablement Lead

Senior Planner — KSA

o9 and Kinaxis Functional Consultants & Solution Architects

Material Planning Specialist

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

Senior Delivery Manager

Senior Manager — Delivery

Technical Product Owner — Plan

Senior Supply Chain Consultant — SaaS Implementation

Executive — Demand Planning

Demand Plan & Orders Scheduling Analyst

FAILURE: Weak Master Data Can Undermine Automated Planning Decisions

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

EVENT: SAP examines the data foundation required for agentic AI

EVENT: INDL-9 examines the human data-work layer behind AI supply chains

WARNING: AI planning can scale semantic fragmentation if data meaning is not governed

EVENT: On-demand webinar — Demand Planning in 100 Days

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

EVENT: Sam Robinson promoted to VP, Procurement at CleanArc Data Centers

FAILURE: Uniform Governance May Cause AI-Agent Deployments to Fail

EVENT: Supply Chain session examines AI and BI security as pilots move toward production

WARNING: “One data model” does not guarantee one governed planning truth

WARNING: Specialized planning agents can multiply faster than their governance model

RISK: Corporate Digital Subscription Sprawl Weakens Cost and Access Governance

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

WARNING: AI alone cannot run inventory planning without human decision controls

EVENT: France Supply Chain LAB Digital & Tech highlights applied AI

RISK: Agentic planning claims are advancing faster than auditability and decision ownership

WARNING: Supply Chain AI Talent Demand Jumps 387%, Widening the Execution Gap

RISK: o9 sues SAP over alleged supply-chain-planning trade-secret misuse

NOMINATION: LOTS Group appoints five board members to scale low-emission logistics

WARNING: Inventory-platform replacement can recreate shadow planning if parameters remain unowned

EVENT: o9’s CMO hire puts the “enterprise decision system” narrative under scrutiny

RISK: AI Rises to the Second-Highest Global Corporate Risk

WARNING: Digital twins can create a second version of capacity if planning systems are not synchronized

WARNING: Planning-system product ownership can mask a parameter-ownership gap

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

SECURITY: CISA Defines Minimum AI Bill-of-Materials Requirements

REGULATION: EDPS Publishes Structured AI Risk-Management Guidance

RISK: Autonomous supply-chain workflows can bypass the approval architecture

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

Manufacturing agent adoption is moving faster than data readiness

Why data control is becoming the decisive advantage for SaaS-based Supply Chain AI

AI priorities in manufacturing: talent, operating model and data foundation come before agentic AI

DataLeo warns that AI-built Supply Chain tools could become the next generation of shadow IT

Cold-Chain Expansion Makes Telemetry and Exception Governance More Critical

Ganacos Links Demand Planning Performance to Data Quality, Cross-Functional Ownership and Scenario Governance

AI Education Is Expanding Faster Than Supply Chain Governance

Supply Chain Skills Are Becoming Decision Architecture Skills

DataLeo evaluates agentic planning as an acceleration layer, not a replacement for planning structure

DataLeo frames frugality as a practical Supply Chain transformation principle

Konstantin Zlobin: AI struggles when planning pilots meet operational reality

Stefano Esposizione argues that AI will amplify weak Supply Chain governance rather than fix it

DataLeo sees demand planning roles shifting toward hybrid business-and-data profiles

Scaling Supply Chain AI Requires Process Ownership, Data Discipline and Governance

The planning product owner is the missing bridge between roadmap and decision governance

Master Data Is Not an IT Prerequisite—It Is a Planning Decision

Supply Chain Data Will Never Be Perfect—Decision Logic Must Account for It

AI orchestration in demand-supply networks: what breaks first?

Why Supply Chain Transformation Fails Before It Starts: The Missing Layer Between ERP and Decision-Making

Jean-François Nordmann proposes ten governance laws for vibe-coded Supply Chain applications

Category planning is policy governance—not spreadsheet maintenance

Digital Subscription Sprawl Is Becoming a Governance Risk

What Agent Washing Means for Supply Chain Planning Governance

Forecast Value Added Turns Planner Overrides into a Measurable Governance Process

Lora Cecere warns against the AI spin cycle in supply chain planning

AI Skills Are Not Enough If Decision Ownership Is Unclear

Model Literacy Matters Only When Planning Decisions Are Governed

AI Anxiety: When Continuous Tool Adoption Becomes a New Professional Fatigue

GenAI Productivity Gains Depend on Workforce Readiness and Operating-Model Change

Nordic Supply Chain leaders identify orchestration, governance and trusted decisions as priorities

Run a One-Week Planning Master-Data Audit

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

Build a Governed AI Forecast Review Workflow Before Connecting AI to Your Planning System

Build a Governed S&OP Scenario Register Instead of Managing Scenarios in Email

Create a Decision and Permission Matrix for Supply Chain Planning Agents

Build a Governed AI Control Tower for Logistics Questions

Test Whether a Supply Chain AI Agent Is Real or Agent-Washed

Build and Govern a Production-Ready AI Agent with Amazon Bedrock AgentCore

Build a governed Claude Managed Agent for Supply Chain workflows

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

Databricks

OneTrust

Alation

Informatica

Immuta

Collibra

BigID

Atlan

IBM

Dataiku

Databricks Mosaic AI

Centrum-AI

Amazon Web Services

Snowflake

Crisp

DeepSeek

IBM watsonx

Microsoft Azure AI Foundry

AI21 Labs

Anthropic

FuturMaster

ToolsGroup

Anaplan

Pigment

Kinaxis

OMP

xAI

Aleph Alpha

Meta Llama

OpenAI

DataLeo

Opus Numeris

GS1

BEOM Consulting

Thoucentric

EY Supply Chain

UPS Supply Chain Solutions

Rhenus Logistics

Nippon Express

Maersk

Kuehne+Nagel

Kenco Group

Hellmann Worldwide Logistics

GXO Logistics

GEODIS

FM Logistic

FedEx Supply Chain

Expeditors

DSV

DHL Supply Chain

CEVA Logistics

C.H. Robinson

Bleckmann

Arvato Supply Chain Solutions

Oliver Wight

Jean-François Nordmann

Florent Tronquit

Nicolas Vandeput

Diego Faria

Alain Matar

Rajesh Gangadharan

Samir Saci

Tanguy Caillet

Arnaud Morvan

Prashant Gopalan

Chinmay Bhatt

Gregory Pitstick

Amélie Destefanis

Thomas Barciet

Mark Sawaya

Vineet Khanna