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SKU Science Adds Product Lifecycle Module for Phase-In and Phase-Out Forecasting

Accenture moves to acquire Industries eXcellence Group to deepen Siemens planning and manufacturing capabilities

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

Wipak selects RELEX for connected demand, inventory and production planning

Western Washington University moves JAGGAER procurement and contracts into production

Oracle adds agentic AI applications for supply chain workflows

o9 frames Responsible AI as enterprise readiness for agentic planning

SAP prepares a new Integrated Business Planning sneak preview for June 22

Cognite launches an AI-powered Integrated Supply Chain offering for industrial operations

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

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

Colibri S&OP positions AI agents inside accessible supply chain planning workflows

Fabletics deploys GreyOrange gStore for real-time inventory management

Infor Nexus launches NexTrace for AI-assisted end-to-end traceability

New review maps five practical AI-adoption patterns in Supply Chains

General Mills ties AI and Supply Chain redesign to a $3 billion savings programme

Cisco and Rockwell Automation launch software-defined manufacturing framework in India

CISCE showcases industrial AI across advanced-manufacturing value chains

Qualcomm explores custom chip-design services for ByteDance

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

Doosan Robotics unveils AI-powered palletizing system at Automate 2026

SWARM Engineering raises $10 million for agrifood and manufacturing decision intelligence

SKU Science keeps lightweight demand planning relevant for SMB and e-commerce teams

Coupa launches Compose and Catalyst to accelerate agentic AI delivery

Board and Microsoft bring agentic AI into enterprise planning

Komugi Brings Workload-Capacity Planning to Global Industrie 2025

Accelerator Digital Product Owner — Manufacturing & Supply Chain AI

Digital Product Owner — M&S Accelerator

Technical Product Owner — Plan

Production Planning Analyst

IT & Data Product Analyst — Integrated Business Planning

Senior Director, Supply Planning — Networking Products

TPO, IMT Supply Chain Plan Data Assets

Lead Product Manager — Supply Chain AI

Senior Solution Architect — Demand, Supply, Production and S&OP

ERP Development Business Analyst, Senior

D&T Analyst I — Supply Chain

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

Site Materials Manager

Business Processes Senior Consultant — Supply Chain Planning PP/DS

End to End Planning Manager, Shoulders

SCM Technology Manager

Principal Technical Program Manager, AWS Applied AI Solutions Core Services

Connected Planning Model Builder

Demand & Inventory Planner – Food Import & Trading

Head of AI & Advanced Apps

Supply Chain Planning Manager

AVS Instock Specialist

Interim Kinaxis RapidResponse / Maestro Planner

Customs Brokerage Specialist, ACT Destination Operations

Principal Engineer, Supply Chain Transformation

Manager, Global Supply Chain Services Digital and Data Analytics

AI and Data Analytics Intern

Associate Solution Architect — Retail

Development Business Analyst — M3 Supply Chain Planning

Supply Chain Consultant

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

EVENT: Slimstock User Day covers supply, demand, inventory and production planning

FAILURE: Capacity plans become mathematically correct and operationally wrong when constraints are stale

EVENT: Manufacturing NEXT Tokyo closes with planning and AI-agent tools

EVENT: EurOMA 2026 examines AI, planning and supply-chain resilience

EVENT: Intuiflow showcases Demand Driven planning at Procurement Summit Hamburg

NOMINATION: J.M. Smucker appoints Douglas Guilherme SVP, Operations and Supply Chain

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

NOMINATION: Vineet Khanna Joins Kearney PERLab as Advisor

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

DISRUPTION: Hormuz reopening remains constrained by mines, permits and marine-fuel shortages

WARNING: NIST Identifies Security Risks From AI Tools in Software Development

EVENT: TIPS 2026 focuses on pharmaceutical logistics resilience

NOMINATION: Ciena appoints Grant Hoffman as Chief Supply Chain Officer

RISK: Supply planning can become hidden capital allocation when the objective function is unclear

RISK: AI-Generated Electronic Part Data Can Introduce Sourcing and Compliance Errors

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

WARNING: Yossi Sheffi identifies electricity availability as an underestimated Supply Chain risk

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

DISRUPTION: Marks & Spencer Cyberattack Halts Online Orders and Disrupts Food Availability

EVENT: Rapidflow tests an Oracle Fusion Planning Cycle Agent

REGULATION: US order expands defense-supplier risk assessment and domestic sourcing obligations

EVENT: AI-based demand forecasting in manufacturing course starts

NOMINATION: o9 Solutions appoints Krishnakumar Kulankara as Chief Operating Officer

EVENT: ARC Industry Leadership Forum India concludes in Bangalore

EVENT: Sunstice to host webinar on touchless demand planning and Agentic AI

EVENT: Virginia launches an AI cohort for manufacturing, logistics and Supply Chain

EVENT: How I vibe-coded my Advanced Planning System

EVENT: o9 examines revenue-growth planning under persistent demand volatility

EVENT: Supply Chain Thought Leaders Roundtable examines AI and systemic resilience

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

Ganacos Positions the Master Production Schedule as the Link Between Forecasts, Capacity and Execution

Energy-aware scheduling research makes production trade-offs measurable

Production planning is becoming a financial decision system—but most companies still govern it as scheduling

AI is moving supply-chain planning from prediction to automatic replanning

Planning software ROI needs finance attribution and post-go-live ownership

Open-source APS lowers the software barrier—but raises the ownership requirement

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

AI scheduling is the final maturity stage—not the starting point

Komugi Connects PIC, PDP, Workload Planning and Scheduling in a Single Industrial Decision Chain

AI-first planning vendors differ most in who owns the model

Komugi Frames Workload-Capacity Audits as the Foundation of Industrial Planning Transformation

Schneider Electric’s lighthouse network shifts industrial AI from isolated pilots to operating-system design

AI agents are reaching production faster than organizations are defining accountability

Predictive inventory risk needs an operational fallback and a financial loss owner

Plan-for-every-part succeeds only when every parameter has an owner

AI readiness is a planning-process question before it is a model question

Vendor “agentic AI” claims now need an agent inventory, not another capability map

Maintenance optimization belongs inside capacity planning—not beside it

Konstantin Zlobin: AI struggles when planning pilots meet operational reality

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

The AI-First Supply Chain: Agents Will Not Create Value Without Decision Redesign

Stochastic optimization is becoming the governed middle layer between AI and MRP

Why o9’s knowledge graph matters as supply-chain decision architecture

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

Always-on Supply Chains need decision authority, not just visibility

AI adoption fails when it is not tied to a Supply Chain vision

Industrial AI programmes should count changed decisions, not participating companies

Planning value increases when execution data closes the loop

Forecasts Predict Demand; Demand Plans Translate It Into Action

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

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

How to choose supply chain software when every vendor has an AI story

Map the supply chain IT portfolio before adding another AI application

Turn Distribution Planning into an Optimization Model — and Know When Not to Trust It

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

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

Run a One-Week Planning Master-Data Audit

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

Build a governed Claude Managed Agent for Supply Chain workflows

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

Mad Street Den

Imperia

The Access Group

MRPeasy

CyberPlan

frePPLe

QAD

Visual Planning

SkyPlanner APS

Komugi

Siemens Digital Industries Software

Oracle Supply Chain Management

Dassault Systèmes DELMIA

Centric Software

ICRON

Sight Machine

Trax Retail

Fiddler AI

Collibra

Arize AI

Amazon Web Services

Afresh

Workday Adaptive Planning

Epicor

Databricks Mosaic AI

Microsoft Azure AI Foundry

Anthropic

River Logic

Oracle Fusion Cloud SCM

o9 Solutions

Opus Numeris

Kearney PERLab

Bluecrux

Arvato Supply Chain Solutions

Amélie Destefanis

Nikki Baird

Rajesh Gangadharan

Melonee Wise

Xavier Feltin

Antoine Guéguen

Ludovic Giraud

Pierre Pélissier

Arnaud Morvan

Wolfgang Lehmacher

Samir Saci

Gregory Pitstick

Alain Matar

Jagjit Singh Srai

Simon Evenett

Cathy Roberson

Nicolas Vandeput