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Vendor customer story: Garrett Motion connects global supply chain planning with o9

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

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

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

Umai Retail expands Retano SCM with Leonardo AI and planner-controlled replenishment tools

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

Algo Acquires Demand Driven Technologies (Intuiflow) to Expand Demand-Driven Planning Capabilities

Vekia reinforces automatic replenishment as a concrete AI planning use case for retail

Solvoyo recognized in 2026 Gartner Magic Quadrant context for process-industry supply chain planning

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

project44 launches Autopilot as a no-code platform for supply-chain agents

GreyOrange Positions GreyMatter as a Multi-Agent Control Layer for Warehouse Execution

Kao introduces Kao-MIKOMIL AI agent to support demand planning

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

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

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

Petco Mexico selects RELEX for AI-driven forecasting and replenishment

Pigment expands Modeler Agent with application-history context to explain planning changes

RELEX introduces agentic AI for supply planning diagnostics

o9 frames Responsible AI as enterprise readiness for agentic planning

project44 targets rolled-container disruptions with an AI Ocean Exceptions Agent

ARIS launches Process Context for Enterprise AI to ground agents in operational workflows

FourKites introduces Outcome-as-a-Service to shift supply chain AI toward operational results

Oracle adds agentic applications for supply chain performance

Optilogic introduces Ada to compress supply chain network design from months to days

Snowflake introduces Business Ontology to ground AI agents in approved enterprise definitions

Flowlity Introduces Forecast Studio to Make AI Demand Forecasts More Transparent

Flowlity Roadmap Puts Planner Approval and Scenario Comparison at the Center of CoPlanner

BNSF plans a $4 billion intermodal gateway in California

Symbotic acquires ARMS Innovations to extend warehouse automation into operational intelligence

ICQA Area Manager, Inventory Control and Quality Assurance

Inventory Planning Assistant Manager / Staff

Demand & Inventory Planner – Food Import & Trading

Category Planner — Central Hub

Material Planning Controller

Director E2E Product Planning

Associate Director, Demand Planning & Purchasing

Sr Applied Scientist, Amazon Supply Chain (Job ID 10488022)

Senior Manager, Data Science - Network Optimization - Walmart

Demand Plan & Orders Scheduling Analyst

SAP IBP + OBP Consultant

Supply Chain Senior Business Analyst / Consultant

Director, Supply Chain Data & AI - BD (Becton, Dickinson and Company)

Head of AI & Advanced Apps

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

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

SECURITY: Delayed disclosure of logistics-IT compromise exposes control-tower dependency risk

RISK: AI agents should not run supply chains without physical context and human oversight

EVENT: Algo webinar examines when supply chains should use forecast-driven push versus demand-driven pull

SECURITY: AI-Driven Software Supply Chain Attacks Increase Pressure on Enterprise Controls

EVENT: CII programme covers AI-driven intelligent supply-chain management

WARNING: Canadian factories stockpile as delivery times deteriorate

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

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

EVENT: Supply Chain & AI Event highlights practical forecasting, automation and agent use cases

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

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

WARNING: Only 21% of Enterprises Report Visibility Into Their AI Agents

EVENT: How I vibe-coded my Advanced Planning System

EVENT: TIPS 2026 focuses on pharmaceutical logistics resilience

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

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

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

RISK: Corporate Digital Subscription Sprawl Weakens Cost and Access Governance

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

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

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

RISK: AI autonomy can expand faster than human accountability

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

AI agents for inventory control: human, LLM and operations-research complementarity

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

DTC inventory planning is becoming cash-flow governance by SKU class

Multi-agent supply chains need a control plane before they need more agents

Nicolas Vandeput on machine learning, inventory simulation and planner roles

Orchestra’s Recovery Shows Why Inventory Reduction Is a Governance Problem

The inventory-planning platform is not the operating model

Buffers Are Not Forecasts: Understanding Their Role in Inventory Decisions

Erik Bush reframes the trillion-dollar inventory problem as an operating-model failure

Inventory Reduction Is a Consequence, Not a Transformation Objective

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

Medical device supply chains: When more safety stock is the right resilience decision

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

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

Mapping the First Wave of Vibe-Coded Supply Chain Applications

Outgrowing the classical safety-stock formula

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

Controlled autonomy will define AI-enabled disruption management

AI warehouse optimisation is moving above the equipment-control layer

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

AI is shifting power from information control to judgment in GCC organizations

The People Paradox: Why supply chain AI readiness cannot be measured by training alone

EDI Data Freshness Is a Decision Constraint for AI-Driven Replenishment

LogiPharma: AI and machine learning rise among pharma supply-chain investment priorities

Stress-testing an AI-built IBP engine across 2,736 SKUs and 10 plants

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

AI begins taking on merchandising, assortment and vendor decisions

Two Logistics Markets, One Responsiveness Challenge: The Planning-Control Implication

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

Sekilo shows why vertical AI supply chains may outperform generic marketplaces

How to validate an AI inventory use case before buying software

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

Build a Governed AI Control Tower for Logistics Questions

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

Build a governed autonomous replenishment agent for SAP S/4HANA with Claude and MCP

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

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

How to Validate an AI Demand Forecast Before Planners Use It

Supply Chain Outlier Detection 101: Build a simple demand-sensing review team with AI agents

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

Build a governed Claude Managed Agent for Supply Chain workflows

FourKites

Oracle Supply Chain Management

Scandit

Intuendi

Firstshift

MRPeasy

Streamline

Epicor

Centrum-AI

MyExobrain

Slimstock

ToolsGroup

REMIRA

StockIQ Technologies

GAINS

Solvoyo

Afresh

Vekia

Logility

IBM watsonx

C3 AI Supply Chain Suite

John Galt Solutions

Credo AI

Anthropic

SymphonyAI Retail CPG

Aera Technology

Anaplan

Pigment

o9 Solutions

Kinaxis

Alain Matar

Thomas Barciet

Gregory Pitstick

Nicolas Vandeput

Raffaello D’Andrea