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Stüssy selects RELEX to connect forecasting, replenishment and merchandise financial planning

Sandman connects AI pricing with forecasting and replenishment in RELEX

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

Amart replaces legacy planning with AI-driven forecasting and replenishment

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

Blue Yonder adds agentic AI to retail inventory, replenishment and returns

Petco Mexico selects RELEX for AI-driven forecasting and replenishment

Circus commercializes standardized supply layer for autonomous sustainment robots

Amart Furniture replaces legacy planning with RELEX

Claire’s opens Illinois distribution centre to improve inventory flow and planning

RELEX report: AI moves into core supply chain decisions as volatility persists

AGR compares the 2026 inventory-planning market as companies move beyond spreadsheets and basic ERP

Frutura selects RELEX for near-real-time fresh-produce forecasting

Slimstock customer Freedom of Movement uses AI-powered planning for retail growth

SymphonyAI included in Forrester Retail Planning Platforms Landscape

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

Netstock launches AI Pack for SMB supply chain visibility and inventory decisions

Slimstock expands inventory optimization with Mees van den Brink

Parfetts introduces agentic AI into supplier-data operations

SymphonyAI brings agentic AI into core retail merchandising decisions

Community Coffee selects RELEX for unified demand, inventory and S&OP planning

Domino’s China reaches 1,550 stores across 75 cities

Flowlity positions probabilistic planning as an alternative to Excel-based workflows

GAINS reports record growth driven by its AI-driven supply chain platform

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

Fabletics deploys GreyOrange gStore for real-time inventory management

Autone raises $17 million to scale AI-powered retail inventory planning

ReposiTrak moves Touchless Retail from launch to live DSD deployment

UNFI Insights adds AI Agents and Projected Orders

SAP acquires Prior Labs and commits more than €1 billion to tabular foundation models

Senior Solution Architect — Retail Replenishment and Allocation

Senior Consultant/Manager – RELEX Demand Planning & Replenishment Planning

Specialist Supply Chain Analyst — Forecasting & Supply Planning, Data & AI

End to End Planning Manager, Shoulders

Associate Director, Demand Planning & Purchasing

Service Program Manager, Supply Chain and Maintenance Planning, Labs

Supply Chain Planning Analyst (Early Talent) — 2 openings

Interim Supply Chain Manager — Food Manufacturing

Domain Principal, Supply Chain

AVS Instock Specialist

Applied Scientist, Worldwide Grocery Stores Data and Science

Manager, Distribution

Demand & Inventory Planner – Food Import & Trading

Customer Success Manager — Supply Chain SaaS

Supply Chain Consultant

Technical Support Specialist

Associate Customer Supply Chain Strategy Manager

Product Manager — Tire Brands

DISRUPTION: Co-op Cyberattack Interrupts Stock Ordering and Store Replenishment

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

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

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

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

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

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

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

EVENT: Inventory planning webinar confronts the high-stock plus stockout paradox

EVENT: Fresh Forward puts practical technology into perishables Supply Chain decisions

EVENT: Smart Warehousing and Logistics Automation conference takes place in Melbourne

EVENT: Dematic presents intelligent warehouse automation at CeMAT Australia

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

EVENT: B2Wise runs demand-driven factory planning workshop in Paris

EVENT: IBF Examines AI Proof of Value in Forecasting and Demand Planning

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

Inventory congestion is usually created before the warehouse

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

Infor reframes inventory optimization as a working-capital decision

Digital twins only matter when they change replenishment and routing decisions

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

Gartner: AI could make hospital inventory counting obsolete

Not All Inventory Is Equal: Distinguishing Protective Stock From Excess

How Levelled Pull Flow Can Stabilize Production

Martín Chávez shows how Claude can accelerate Demand Driven planning and DDMRP analysis

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

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

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

AI warehouse optimisation is moving above the equipment-control layer

Warehouse-robot selection should start with operating conditions

AI agents are reaching production faster than organizations are defining accountability

Always-on demand forecasting changes the infrastructure assumptions behind planning AI

AI Agent Spending Is Accelerating Faster Than Enterprise Deployment Discipline

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

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

Tillamook turns supply-chain planning into a growth engine

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

The inventory-planning platform is not the operating model

Why Inventory Targets Should Reflect Variability, Lead Time and Capacity

Forecast Consumption Is a Decision Rule, Not a Technical Detail

Inventory Optimization Without Flow Management Is Incomplete

AI orchestration in demand-supply networks: what breaks first?

PepsiCo documents AI-driven pricing and promotion optimization at scale

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

Model Literacy Matters Only When Planning Decisions Are Governed

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

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

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

Afresh

Inventoro

Blue Ridge

AGR

EazyStock

StockIQ

Streamline

Intuendi

StockIQ Technologies

Autone

Vekia

Slimstock

SymphonyAI Retail CPG

ToolsGroup

RELEX Solutions

Netstock

GreyOrange

REMIRA

GAINS

frePPLe

KBRW

Flowlity

Solvoyo

Blue Yonder

Lokad

Wiliot

Trax Retail

Crisp

Fabrikatör

ForwardX Robotics

Adde Jans