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DecisionBrain’s OPTIMA wins 2026 Eason Digital Innovation Award for maintenance optimization

SWARM Engineering raises $10 million for agrifood and manufacturing decision intelligence

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

River Logic and TenglerConsulting partner on value-chain optimization in Europe

AIMMS enters new growth phase after acquisition by GRO

Lyric named an Example Vendor in Gartner’s 2026 Supply Chain Analytics and Decision-Making market overview

Nvidia and Palantir package operational AI for supply-chain decision loops

Oracle adds agentic applications for inventory, supplier and production decisions

DELMIA supply chain planning and optimization remains central to Dassault Systèmes’ virtual-twin planning strategy

Kinaxis brings NVIDIA AI acceleration into Maestro for large-scale planning optimization

Logility launches Continuous Network Optimization for ongoing supply-chain design

FourKites survey finds supply-chain leaders expect AI to drive automation and optimization

Solvoyo recognized in 2026 Gartner Magic Quadrant context for process-industry supply chain planning

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

C3 AI frames tariff resilience as an enterprise AI supply chain use case

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

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

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

Optilogic and Connexxion Consulting partner on AI-powered supply chain design in Brazil

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

Vendor customer story: Garrett Motion connects global supply chain planning with o9

Sandman connects AI pricing with forecasting and replenishment in RELEX

C.H. Robinson launches AI technology to continuously assess and improve global supply chains

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

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

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

Colibri S&OP positions AI agents inside accessible supply chain planning workflows

BISSELL accelerates end-to-end supply chain planning with o9 Solutions

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

Symbotic acquires ARMS Innovations to extend warehouse automation into operational intelligence

Supply Chain Strategy & Optimization

Director, Inventory Optimization and Operations Planning

Supply Chain Network Optimization

Applied AI/ML Software Engineer — Supply Chain AI and Decision Intelligence

Algorithm Engineer Graduate — TikTok Shop Global E-Commerce, Supply Chain and Logistics

Senior Product Manager, AI Product/Design Lead — Supply Chain & Logistics

Senior Consultant, Supply Chain AI-Driven Planning Advisory

Business Intelligence Engineer, Automated Inventory Management

Business Intelligence Engineer II, Automated Inventory Management

Supply Chain AI & Automation Analyst

Supply Chain Consultant

Senior Applied Data Scientist – Item Recommendations

Category Planner — Central Hub

Demand Planner

SCM Technology Manager

Global Process Owner — Sales and Operations Planning

Manager, Supply Planning

C++ Operations Research Developer

Supply Chain Scientist / Business Data Analyst

S&OP Planning & Optimization Analyst

Supply Chain AI Lead (SCM)

Solution Engineer Expert — Supply Chain

Supply Chain Planning Engineer

Supply Chain Planning Analyst (Early Talent) — 2 openings

Supply Chain Planning Manager

Inventory Planning Assistant Manager / Staff

Data Scientist / Data Engineer for Supply Chain

Demand Planner

Product Consultant — Operations Research

Open Application — Supply Chain Software Developer

EVENT: aim10x Americas puts optimization back inside AI decision architecture

EVENT: 4flow and Mars examine AI for logistics optimization

EVENT: AIMMS session explores optimization-led supply-chain planning

EVENT: IFAC dedicates session to ML, simulation and optimization for Supply Chain decision-making

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

EVENT: Georgia Tech teaches engineering-led warehouse decision design

WARNING: “APS” can describe fundamentally different decision scopes

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

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

EVENT: DFYA introduces MyExobrain at Supply Chain Event 2024

EVENT: AI-based demand forecasting in manufacturing course starts

EVENT: AI in logistics and business applications conference runs in Amsterdam

EVENT: SAP presents Q2 Revenue Growth Management planning and AI updates

REGULATION: EU AI Act enforcement and Article 50 transparency duties begin

WARNING: OEE Optimization Can Increase Queues and Manufacturing Lead Times

NOMINATION: Flipkart appoints Vinay Vaidya to lead technology for supply chain

FAILURE: Capacity plans become mathematically correct and operationally wrong when constraints are stale

EVENT: Supply Chain Event 2026 confirms its December dates in Paris

NOMINATION: Constellation Brands hires Alex Alvarez as Beer Chief Supply Chain Officer

Forecast accuracy is an input, not the Supply Chain decision

Supply Chain awards are weak evidence unless the decision mechanism is visible

AI Around Optimization: Better Inputs, Decisions and Learning Loops

Combinatorial optimization expands the decision space for supply-chain planning

PepsiCo documents AI-driven pricing and promotion optimization at scale

AI Agents in Supply Chain: From Planning Trade-Offs to Enterprise Decision Redesign

Inverse optimization can reveal what production planners actually optimize

Maintenance optimization belongs inside capacity planning—not beside it

AI Agents Need More Than Intelligence: Why Feedback Loops Will Define the Future of Supply Chain Decision-Making

Infor reframes inventory optimization as a working-capital decision

AI warehouse optimisation is moving above the equipment-control layer

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

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

Ganacos Frames Inventory Optimization as a Continuous Decision Process Across ERP, WMS and Planning

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

From Bots to Agentic Supply Chains: Why the Next Competitive Advantage Will Be Decision Augmentation, Not Full Automation

The Future Supply Chain Professional: From Functional Manager to Decision Orchestrator

Why o9’s knowledge graph matters as supply-chain decision architecture

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

Inventory congestion is usually created before the warehouse

SAP's autonomous supply chain thesis shifts the bottleneck to decision orchestration

Stochastic optimization is becoming the governed middle layer between AI and MRP

Lessons from VN2, the first global inventory-planning competition

LeanDNA argues that the next frontier of Supply Chain AI is smarter action, not better prediction

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

o9 and NVIDIA show why solve time limits AI planning value

Kinaxis GPU acceleration changes the economics of large-scale planning scenarios

o9, Kinaxis, OMP and Anaplan: Four Different Visions for AI-Driven Supply Chain Planning

Tillamook turns supply-chain planning into a growth engine

Kinaxis and the “SaaS-pocalypse” test: why supply chain software may be different

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

22 practical Data Science projects for Supply Chain teams

Model Supply Allocation as a Minimum-Cost Flow with OR-Tools

DecisionBrain

MyExobrain

Centrum-AI

Sunstice

C3 AI Supply Chain Suite

AIMMS

Daisy Intelligence

GAINS

Solvoyo

Logility

Coupa Supply Chain Design & Planning

Lokad

Intuendi

Blue Ridge

Demand Solutions

AGR

ICRON

Centric Software

Dassault Systèmes DELMIA

River Logic

Aptean

Vekia

Flowlity

Slimstock

Optilogic

ToolsGroup

John Galt Solutions

o9 Solutions

AutoScheduler.AI

AspenTech

MIT Data Science Lab

EyeOn

Bluecrux

Pascal Van Hentenryck

Mark Sawaya

Anne Robinson

David Simchi-Levi

Stefan de Kok

Nicolas Vandeput

Alain Matar

Samir Saci

Joannes Vermorel

Chris Caplice