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Aptean brings Logility DemandAI+ agentic AI to supply chain planning

Oracle adds agentic applications for inventory, supplier and production decisions

MANE selects Kinaxis Maestro to modernize global demand planning

Alain Matar and SupChains collaborate on a planner-facing forecasting application

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

Schneider Electric advances software-defined automation at Automate 2026

Doosan Robotics unveils AI-powered palletizing system at Automate 2026

McKesson highlights AI and automation as core supply-chain capabilities at ideaShare 2026

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

Explainable AI Moves Up the Agenda for Forecasting and Inventory Decisions

2026 Inventory-Planning Review Shows Automation Shifting From Forecasting to Replenishment Decisions

Daher expands LeanDNA APEX to standardize supply chain execution across three continents

RELEX publishes 2026 evidence review on agentic AI in Supply Chain planning

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

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

ToolsGroup launches Decion for AI-powered self-steering supply chains

RELEX introduces agentic AI for supply planning diagnostics

o9 frames Responsible AI as enterprise readiness for agentic planning

Wipak selects RELEX for connected demand, inventory and production planning

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

SAP launches its Autonomous Enterprise and governed Business AI Platform

BISSELL accelerates end-to-end supply chain planning with o9 Solutions

o9 reports expanding enterprise-planning deployments in Q1 2026

Aptean brings prebuilt planning agents to Logility DemandAI+

METRO applies AI planning to improve fresh-food availability and reduce waste

Teleflex goes live globally with integrated demand and supply planning on o9

SKU Science Brings AI-Based Demand Planning Projects to Supply Chain Event 2025

The Body Shop selects RELEX to replace manual planning with an AI-driven platform

Carhartt selects RELEX for unified AI-driven supply-chain planning

Petco Mexico selects RELEX for AI-driven forecasting and replenishment

Principal Engineer — Supply Chain Planning

Demand Planner

Demand & Inventory Planner – Food Import & Trading

Demand Planning & AI Solutions Specialist

Planning and Scheduling Manager

AI Supply Chain Consultant

Lead Agentic AI Engineer

Senior Techno-Functional Consultant — Demand Planning

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

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

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

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

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

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

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

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

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

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

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

RISK: AI autonomy can expand faster than human accountability

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

EVENT: Board explores outside-in signals for continuous enterprise planning

EVENT: How I vibe-coded my Advanced Planning System

EVENT: ISF 2026 brings forecasting research and practice together in Montreal

EVENT: Algo Hosts “The Trillion-Dollar Forecast” Webinar on Forecasting as a Scenario Tool

EVENT: Citwell and RapidCanvas examine AI for supply-chain decisions

EVENT: Intuiflow showcases Demand Driven planning at Procurement Summit Hamburg

EVENT: AIMMS session explores optimization-led supply-chain planning

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

RISK: Commercial Autonomous Freight Requires Clear Exception and Liability Ownership

WARNING: Unexplained AI Forecasts Can Create Inventory and Capacity Decision Risk

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

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

EVENT: Alkemys webinar highlights pragmatic AI agents in Supply Chain

EVENT: Supply Chain Village Roundtable Questions Whether APS Remain Best Placed to Reduce Inventory Without Hurting Service Levels

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

SECURITY: CISA Issues Principles for Integrating AI Into Operational Technology

Forecast overrides are a governance problem, not only a forecasting problem

AI and decision engineering can reduce planner heroics

When AI gets supply-chain decisions wrong — and is sure that it is right

LeanDNA argues that the next frontier of Supply Chain AI is smarter action, not better prediction

Machine learning is changing demand planning, but humans still matter

Forecast Value Added Turns Planner Overrides into a Measurable Governance Process

Forecast variability: when human enrichment destabilizes planning

Spare-parts forecasting is a planning stress test for AI trust

Google TimesFM reframes forecast model-building as a decision-architecture problem

OR-Transformer tests real-time AI replenishment at 1,024-item scale

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

Agile planning platforms need decision architecture, not only AI features

AI agents should enrich forecasts only with information the model cannot see

Why Faster AI Prototyping Does Not Simplify Supply Chain Decisions

AI agents are reaching production faster than organizations are defining accountability

Amazon moves demand forecasting from specialized models toward a reusable forecasting foundation model

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

AI Agent Spending Is Accelerating Faster Than Enterprise Deployment Discipline

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

Human accountability remains central to self-driving S&OP

Better decisions matter more than fully autonomous supply chains

Anaplan study links decision latency to supply-chain margin loss

Forecasts Predict Demand; Demand Plans Translate It Into Action

Modern Demand Planning Requires Model Selection, External Signals and Governance

How to optimize inventory without sacrificing service levels

Forecast vs. actual: why protocol design breaks clinical supply plans

Future-proofing retail requires an intelligence foundation

Updating planning parameters is a practical first step for supply-chain AI

Forecast accuracy is an input to the decision—not the business outcome

APS and manufacturing execution are converging around the same constraint model

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

Create a Decision and Permission Matrix for Supply Chain Planning Agents

Run a One-Week Planning Master-Data Audit

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

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

Build a governed Claude Managed Agent for Supply Chain workflows

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

RELEX Solutions

Vekia

GAINS

Slimstock

Lokad

UiPath

SymphonyAI

Holistic AI

Daisy Intelligence

Credo AI

Centric Software

Arize AI

Afresh

Intuendi

Firstshift

Smart Software

Demand Solutions

ROB-EX Scheduler

SkyPlanner APS

Streamline

Daybreak

PlanetTogether

Mitsubishi Electric

Nomagic

Seegrid

RightHand Robotics

Epicor

QAD

Oracle Supply Chain Management

Aptean

EyeOn

DataLeo

Nicolas Vandeput

Louis Collignon

Thomas Barciet

Alain Matar

Edmund Zagorin

Cassie Kozyrkov

Tanguy Caillet

Stephane Leclercq