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Chain launches AI agent for carrier negotiation and freight booking

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

Supply Chain Planning Manager

Material Planning Specialist

Demand Plan & Orders Scheduling Analyst

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

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

RISK: Boards Lack Governance Models for Agentic Decision Rights

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

SECURITY: NIST Flags New Threats From Autonomous AI-Agent Access

EVENT: How I vibe-coded my Advanced Planning System

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

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

Category planning is policy governance—not spreadsheet maintenance

Ganacos Frames Inventory Optimization as a Continuous Decision Process Across ERP, WMS and Planning

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

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

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

The inventory-planning platform is not the operating model

Is the Hybrid Expert the Future of APS and AI-Driven Supply Chain Projects?

Is the Autonomous Supply Chain Too Good to Be True? Why 100% Autonomy Is the Wrong Target

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

Inventory Reduction Is a Consequence, Not a Transformation Objective

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

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

Self-steering supply chains are arriving before companies have defined who owns the decision

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

The AI-driven Supply Chain will need fewer planners—but stronger planning architects

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

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

Why Closed-Loop Control Matters in Modern Supply Chain Planning

AI Around Optimization: Better Inputs, Decisions and Learning Loops

Jean-François Nordmann’s six-year o9 journey shows the gap between selling an APS vision and delivering transformation

Run a One-Week Planning Master-Data Audit

Create a Decision and Permission Matrix for Supply Chain Planning Agents

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

Anthropic

OpenAI

Amazon Bedrock

River Logic

AIMMS

Google Gemini Enterprise

Oracle Supply Chain Management

Smart Software

CyberPlan

Dialflo

Streamline

StockIQ

Gregory Pitstick

Thomas Barciet

Mark Sawaya