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

AI-driven memory shortages push Apple toward product price increases

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

SAP pushes AI-enabled order orchestration toward a decision layer

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

Sunstice and Kbrw connect planning and execution through an agentic decision loop

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

Alipay’s reported AI-pay volume turns agentic commerce into an inventory and fulfillment issue

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

MIT and Mecalux develop GENESIS for multi-warehouse inventory decisions

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

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

AI data-centre demand pushes memory-chip costs into consumer product pricing

CEVA and BYD expand global automotive logistics partnership

Sourceability warns of longer semiconductor lead times and price pressure

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

RELEX expands its agentic AI platform to coordinate planning and merchandising decisions

FICG links Johor manufacturing with Singapore sourcing and innovation through a JS-SEZ strategy

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

Danone frames AI as a resilience layer for supply chains

Demand Planner, HEYDUDE Digital Marketplaces - Crocs, Inc.

Clinical Supply Chain Coordinator — Inventory Management

Senior Solution Architect — Retail Replenishment and Allocation

Associate Customer Supply Chain Strategy Manager

Applied Scientist, Worldwide Grocery Stores Data and Science

SCM Technology Manager

Senior Manager, Data Science - Network Optimization - Walmart

Head of AI & Advanced Apps

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

Manager, Distribution

Executive Director, Cell Therapy Global Supply Chain Planning

Senior Director, Supply Planning — Networking Products

Product Analyst — Distribution Planning

RISK: AI demand intensifies global memory-component allocation pressure

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

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

NOMINATION: Mediacom appoints Glenn Goldsmith SVP of Procurement and Supply Chain in newly created role

NOMINATION: McLane promotes Chris Smith to Executive Vice President and Chief Operating Officer

WARNING: Post-holiday US freight restart creates a compressed Monday execution window

NOMINATION: PPG appoints Anthony DeGram vice president, global supply chain, separating procurement and supply chain leadership

WARNING: “APS” can describe fundamentally different decision scopes

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

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

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

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

DISRUPTION: Typhoon Saudel hits Zhejiang as East China ports suspend operations

EVENT: Reuters Supply Chain USA 2026 — Day Two

Launch execution fails when allocation governance cannot keep pace

Marketplace fragmentation makes inventory and service orchestration a strategic capability

Claude and Power BI show the promise and validation gap of AI-assisted inventory allocation

Omnichannel logistics as a coordination challenge: revisiting Voxlog's 2024 coverage of Jonak and Log's

Inventory congestion is usually created before the warehouse

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

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

Digital twins only matter when they change replenishment and routing decisions

Beyond the perfect order: AI planning must define what good means

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

Forecast accuracy is an input, not the Supply Chain decision

Supply planning is becoming capital allocation with a service constraint

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

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

Warehouse digitization and stock visibility: revisiting Voxlog's 2025 coverage of Cantin Beauté, GCL and Savoye

Defence logistics resilience is a decision network, not contractor scale

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

Multi-agent supply-chain AI may require satisficing rather than local optimization

Future-proofing retail requires an intelligence foundation

AI begins taking on merchandising, assortment and vendor decisions

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

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

STMicroelectronics: AI infrastructure demand is reshaping semiconductor capacity allocation

Scenario-based decision-making to keep S&OP on track amid uncertainty

How AI-Native Demand Forecasting Limits Peak Season Weather Disruptions

Manufacturing localisation is a network redesign, not a plant announcement

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

Pharma supply planning under recurrent disruption: sensing must lead to executable pivots

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

AI Is Not Killing APS. It Is Repricing the Supply Chain Software Stack.

How to choose supply chain software when every vendor has an AI story

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

Oracle Supply Chain Management

Autone

Lokad

Anaplan

Crisp

Bosch

Ocado Intelligent Automation

Symbotic

AI21 Labs