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

Almeera selects RELEX to unify forecasting, replenishment and space planning across Qatar

US Defense Logistics Agency applies Nicolas Vandeput’s demand-forecasting framework

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

Runnings selects RELEX to unify forecasting, replenishment and retail planning

Neighborhood Intelligence selects RELEX to connect retail inventory and merchandise financial planning

Sandman connects AI pricing with forecasting and replenishment in RELEX

REMIRA positions AI-powered inventory and supply chain software for European planning teams

Sippy plans Smart Stock to anticipate beverage replenishment without customer inventory records

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

Amart replaces legacy planning with AI-driven forecasting and replenishment

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

Anora reports channel-level forecasting gains with RELEX

SKU Science Showcases Forecasting and Inventory Features at Global Industrie 2025

Explainable AI Moves Up the Agenda for Forecasting and Inventory Decisions

Blue Ridge launches AI-native planning platform built on Databricks

Mistral launches Timestral: probabilistic forecasting models for time-series data

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

Slimstock brings next-generation AI planning focus to SAPICS 2026

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

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

Lokad continues to challenge forecast-centric planning with probabilistic and financially prioritized decisions

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

Slimstock expands inventory optimization with Mees van den Brink

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

Hackett models AI World Class supply chain gains: Not measured deployment results

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

NEC launches cross-system SCM AI Agent for forecasting, procurement and planning

Petco Mexico selects RELEX for AI-driven forecasting and replenishment

Wipak selects RELEX for connected demand, inventory and production planning

Senior Service Parts Forecasting Manager

Network Deployment Refresh Planner I

Supply Chain Planning Engineer

Category Planner — Central Hub

ICQA Area Manager, Inventory Control and Quality Assurance

Finance Business Manager — Supply Chain

Associate Director, Demand Planning & Purchasing

Senior Demand & Supply Planner - Anduril Industries

Manager, Supply Planning

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

Applied Scientist, Worldwide Grocery Stores Data and Science

Global Process Owner — Sales and Operations Planning

Demand & Inventory Planner – Food Import & Trading

Demand Planner, HEYDUDE Digital Marketplaces - Crocs, Inc.

e.l.f. Beauty recruits an AI Product Owner for Intelligent Operations

Senior Specialist, Supply Chain Automation and Demand Planning

Executive — Demand Planning

Architect, Machine Learning (Principal Scientist)

Demand Planner

Data Scientist / Data Engineer for Supply Chain

Manager / Senior Manager, Supply Chain AI-Driven Planning Advisory

Revenue AI Solutions Analyst

Lead Data Scientist - Supply Chain Network Planning Design (applied ML) | Target (R0000476520)

Data & AI Consultant — Autonomous Supply Chain

Demand Plan & Orders Scheduling Analyst

Demand Planner, Fluid Connector Group North America - Parker Hannifin

Head of AI & Advanced Apps

SAP IBP + OBP Consultant

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

EVENT: AI-based demand forecasting in manufacturing course starts

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

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

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

EVENT: Alteryx examines the data foundation for AI supply-chain planning

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

EVENT: Manufacturers review supply-chain resilience strategies

EVENT: Slimstock User Day covers supply, demand, inventory and production planning

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

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

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

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

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

EVENT: Advanced demand-planning and forecasting programme opens

NOMINATION: Oatey promotes Eric Kirwen to VP, Supply Chain Planning and Logistics

EVENT: Chain Reaction 2026 examines AI decision-making in Supply Chains

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

EVENT: CILT Hong Kong examines practical AI applications in supply chains

EVENT: Demand orchestration replaces forecasting as the organizing concept

EVENT: China supply-chain expo opens with dedicated AI zone

Lessons from VN2, the first global inventory-planning competition

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

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

How to optimize inventory without sacrificing service levels

Machine-learning forecasting with promotions, prices, sell-outs and inventory

Category planning is policy governance—not spreadsheet maintenance

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

Lyreco and RELEX: Reliable Forecasting Requires More Than an AI Planning Tool

Retail planning beyond forecast accuracy: when inventory availability shapes marketing decisions

David Simchi-Levi’s 2026 research shows how information delays shape forecastability and inventory cost

AI begins taking on merchandising, assortment and vendor decisions

Evaluating agentic AI for demand forecasting requires more than forecast accuracy

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

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

How AI-Native Demand Forecasting Limits Peak Season Weather Disruptions

Supply-chain planning software is becoming accessible to SMBs—implementation discipline is not

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

Tillamook turns supply-chain planning into a growth capability

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

Forecasts Predict Demand; Demand Plans Translate It Into Action

Tillamook turns supply-chain planning into a growth engine

Samse and Vékia: Why Supply Planning Transformation Requires More Than an APS

Demand Forecasting in an Era of Disruption: What Actually Works

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

The inventory-planning platform is not the operating model

Forecast accuracy is an input, not the Supply Chain decision

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

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

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

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

22 practical Data Science projects for Supply Chain teams

Build an AI-assisted demand forecast in IBM Planning Analytics

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

Inventoro

Intuendi

Avercast

Demand Solutions

AGR

Streamline

Smart Software

EazyStock

frePPLe

Afresh

Prediko

REMIRA

Vekia

Flowlity

ToolsGroup

Lokad

Infor Supply Chain Planning

Crisp

SKU Science

StockIQ Technologies

Netstock

Autone

FuturMaster

Slimstock

Arkieva

Enmovil

SymphonyAI Retail CPG

Logility

RELEX Solutions

Microsoft Dynamics 365 Supply Chain Management

EyeOn

Nicolas Vandeput

Joannes Vermorel

Samir Saci

Jonathon Karelse

Chris Caplice

David Maloney