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Amart replaces legacy planning with AI-driven forecasting and replenishment

Blue Yonder 2026.2 expands planning with forecast transparency, financial impact simulation and inventory agents

Atlas Copco moves to probability-based supply-chain planning with ToolsGroup

Renault outlines Supply Chain AI industrialization projects using Dataiku

Techtronic Industries EMEA chooses RELEX for S&OP and constrained network planning

Senior Service Parts Forecasting Manager

Global Process Owner — Sales and Operations Planning

Lead Project Control

Consultancy — Supply Chain AI Specialist

Demand & Inventory Planner – Food Import & Trading

Supply Chain AI Lead (SCM)

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

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

EVENT: Manufacturers review supply-chain resilience strategies

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

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

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

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

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

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

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

WARNING: Frontloaded ocean shipping makes late-summer demand signals harder to read

WARNING: Freight budgets face simultaneous rate, fuel and capacity pressure

RISK: Boards Lack Governance Models for Agentic Decision Rights

NOMINATION: o9 Solutions promotes Ashwin Rao to CTO as APEX becomes its AI planning bet

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

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

WARNING: Agentic AI supply chain software spend is projected to surge, raising governance pressure

WARNING: Only a Minority of Enterprises Are Ready to Secure AI Agents

EVENT: Bosch demonstrates AI-based inventory intelligence for MRO and production materials

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

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

Why cumulative and lag-one forecasts matter for inventory decisions

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

Lead-time forecasting should produce a probability distribution—not a single ERP parameter

Forecasts Predict Demand; Demand Plans Translate It Into Action

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

Is MAPE Still the Right Forecast Accuracy Metric for Demand Planning?

Outgrowing the classical safety-stock formula

Logility white paper reframes demand planning around AI, sensing and explainable forecasts

Using confirmed future orders to improve chemical demand forecasting

US Manufacturers Front-Load Orders While Factory Employment Falls

From Forecast Accuracy to Connected AI-Assisted Planning in CPG

BARC survey shows a wide gap between agentic-AI potential and current planning impact

Supply-chain AI needs more than automation

GenAI lowers the automation threshold, but error economics determine what should be automated

Modern Demand Planning Requires Model Selection, External Signals and Governance

Mid-market planning vendors are converging on the same AI narrative—but not the same architecture

Arnaud Morvan and Damien Portmann map practical Supply Chain use cases for AI agents

Gartner's 2031 disruption forecast is really a decision-autonomy test

The agentic-AI market forecast is growing faster than process redesign

Canada’s manufacturing expansion is partly inventory-driven

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

Shakil Ahmed Chowdhury argues that AI will shift Procurement and Supply Chain work from execution to judgment

AI Skills Are Not Enough If Decision Ownership Is Unclear

Model Literacy Matters Only When Planning Decisions Are Governed

Ankur Gupta argues supply chain needs world models, not just agents

Build Fast, Govern Early: The New Control Layer for Supply Chain AI Tools

STMicroelectronics: AI infrastructure demand is reshaping semiconductor capacity allocation

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

Controlled autonomy will define AI-enabled disruption management

Why faster AI decisions require milestones based on physical supply-chain outcomes

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

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

Create a Decision and Permission Matrix for Supply Chain Planning Agents

Xeneta

frePPLe

Lokad

REMIRA

Enmovil

Vekia

Flowlity

ToolsGroup

Kinaxis

Databricks Mosaic AI

Anthropic

StockIQ Technologies

Netstock

Blue Yonder

Pigment

o9 Solutions

SAP

AWS Supply Chain

Sunstice

Chris Caplice