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

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

Sandman connects AI pricing with forecasting and replenishment in RELEX

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

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

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

StockIQ launches Edison AI agent to connect planning signals with inventory decisions

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

Amart replaces legacy planning with AI-driven forecasting and replenishment

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

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

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

Petco Mexico selects RELEX for AI-driven forecasting and replenishment

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

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

Oracle adds agentic applications for inventory, supplier and production decisions

Slimstock expands inventory optimization with Mees van den Brink

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

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

Amart Furniture replaces legacy planning with RELEX

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

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

Fabletics deploys GreyOrange gStore for real-time inventory management

ReposiTrak moves Touchless Retail from launch to live DSD deployment

Walmart uses AI and digital twins to manage global supply-chain disruption

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

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

Senior Solution Architect — Retail Replenishment and Allocation

Interim Supply Chain Manager — Food Manufacturing

Demand & Inventory Planner – Food Import & Trading

Supply Chain Planning Analyst (Early Talent) — 2 openings

Associate Director, Demand Planning & Purchasing

Supply Chain Consultant

Associate Customer Supply Chain Strategy Manager

End to End Planning Manager, Shoulders

Applied Scientist, Worldwide Grocery Stores Data and Science

Product Manager — Tire Brands

Service Program Manager, Supply Chain and Maintenance Planning, Labs

Manager, Distribution

Customer Success Manager — Supply Chain SaaS

Technical Support Specialist

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

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

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

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

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

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

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

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

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

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

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

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

Inventory congestion is usually created before the warehouse

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

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

Infor reframes inventory optimization as a working-capital decision

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

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

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

Gartner: AI could make hospital inventory counting obsolete

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

Why cumulative and lag-one forecasts matter for inventory decisions

Digital twins only matter when they change replenishment and routing decisions

Not All Inventory Is Equal: Distinguishing Protective Stock From Excess

Inventory Optimization Without Flow Management Is Incomplete

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

The inventory-planning platform is not the operating model

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

Warehouse-robot selection should start with operating conditions

Tillamook turns supply-chain planning into a growth engine

Why Inventory Targets Should Reflect Variability, Lead Time and Capacity

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

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

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

Mapping the First Wave of Vibe-Coded Supply Chain Applications

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

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

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

AI warehouse optimisation is moving above the equipment-control layer

AI agents are reaching production faster than organizations are defining accountability

Forecast Consumption Is a Decision Rule, Not a Technical Detail

PepsiCo documents AI-driven pricing and promotion optimization at scale

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

Inventoro

Blue Ridge

AGR

EazyStock

Streamline

Intuendi

Afresh

StockIQ Technologies

Autone

Vekia

Slimstock

ToolsGroup

StockIQ

frePPLe

Netstock

Wiliot

Fabrikatör

GreyOrange

Oracle Supply Chain Management

REMIRA

GAINS

Flowlity

SymphonyAI Retail CPG

RELEX Solutions

Solvoyo

Lokad

KBRW

Crisp

Adde Jans