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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

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

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

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

Head of AI & Advanced Apps

Manager, Distribution

Senior Director, Supply Planning — Networking Products

Executive Director, Cell Therapy Global Supply Chain Planning

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

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

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

Inventory congestion is usually created before the warehouse

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

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

Defence logistics resilience is a decision network, not contractor scale

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

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

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

o9 and NVIDIA show why solve time limits AI planning value

AI agents are reaching production faster than organizations are defining accountability

Self-steering supply chains are arriving before companies have defined who owns the decision

o9 Leadership Move Signals A Market Positioning Watchout

Jon Nichols shows what continuous planning looks like in a next-gen planner’s week

Planners + Agents: Why Supply Chain Planning Needs Human Judgment and Governed AI Agents

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

Is the Autonomous Supply Chain Too Good to Be True? Why 100% Autonomy Is the Wrong Target

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