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DataLeo launches a Supply Chain AI Radar covering planning, operations and decision governance

Blue Ridge launches AI-native planning platform built on Databricks

SK Telecom plans AI data-centre capacity of up to 15 GW

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

Microsoft scales 111+ supply-chain agents after redesigning workflows and shared data

ISG says AI is accelerating agile Supply Chain planning platforms

CISCE highlights AI-driven innovation across global agri-food supply chains

Coles and Ever.Ag modernize fresh-meat supply planning

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

4flow recognized in 2026 Gartner assessment for Supply Chain strategy, planning and operations consulting

Gala Supply Chain 2025 Signals AI’s Growing Role in Operations and Planning

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

Netstock releases 2026 planning benchmark from 2,500+ customers

Amart replaces legacy planning with AI-driven forecasting and replenishment

Nissin Foods selects Blue Yonder and Highspring for AI-driven Supply Chain planning

MANE selects Kinaxis Maestro to modernize global demand planning

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

Inspectorio research finds retail supply-chain AI adoption accelerating

RELEX expands AI-powered manufacturing planning from IBP to execution

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

Kinaxis and NVIDIA Explore Long-Running AI Agents for Continuous Supply Chain Planning

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

OMP launches Unison Express to accelerate supply chain planning deployments

Oracle introduces Claw-powered agentic applications for supply chain planning and execution

Kao introduces Kao-MIKOMIL AI agent to support demand planning

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

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

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

Accenture moves to acquire Industries eXcellence Group to deepen Siemens planning and manufacturing capabilities

Havoc and Rune integrate autonomy with logistics planning

TPO, IMT Supply Chain Plan Data Assets

Principal Development Architect, SAP Business Data Cloud

Specialist Supply Chain Analyst — Forecasting & Supply Planning, Data & AI

IT & Data Product Analyst — Integrated Business Planning

Connected Planning Model Builder

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

Consultant — AI & Data / SAP IBP Supply Planning

Manager — SAP IBP Advisory

Data Architect, AI and Supply Chain Insights

Senior NPI Sourcing and Supply Chain Program Manager, AWS Power & Cooling

Supply Chain Purchase and Fulfilment Specialist II

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

Senior Consultant, Supply Chain AI-Driven Planning Advisory

Data Integration Engineer

Solution Architect, Supply Planning — o9 Solutions

Global Process Owner — Sales and Operations Planning

Executive Director, Cell Therapy Global Supply Chain Planning

Development Business Analyst — M3 Supply Chain Planning

Lead Implementation Consultant — Advanced Planning and Scheduling

Integration Consultant

Data Scientist — inventory optimisation and agentic AI

Service Program Manager, Supply Chain and Maintenance Planning, Labs

o9 Solutions Consultant / Senior Consultant

Senior Manager, Supply Network Planning

Principal Engineer — Supply Chain Planning

Experienced Analyst, R&D Master Data

JJT TPO ERP Master Data Manager

Supply Chain Planning Engineer

Material Planning Specialist — AI & Automation Focus

Staff Data Scientist, AI/ML, Generative AI & Agentic Systems

FAILURE: Weak Master Data Can Undermine Automated Planning Decisions

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

WARNING: “One data model” does not guarantee one governed planning truth

EVENT: On-demand webinar — Demand Planning in 100 Days

WARNING: AI planning can scale semantic fragmentation if data meaning is not governed

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

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

RESOURCE: Historical replay — AI and data management in supply chains (25 March 2026 roundtable)

RISK: o9 sues SAP over alleged supply-chain-planning trade-secret misuse

EVENT: MIT SCALE webinar tests what AI can and cannot fix in planning

EVENT: OMP Asia conferences put decision velocity and autonomous planning on the APS agenda

NOMINATION: o9 Solutions promotes Ashwin Rao to CTO as APEX becomes its AI planning bet

EVENT: EurOMA 2026 examines AI, planning and supply-chain resilience

EVENT: TDWI, SAP and Databricks examine real-time context for production Supply Chain AI

EVENT: How I vibe-coded my Advanced Planning System

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

EVENT: SAP demonstrates business AI across supply-chain planning and execution

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

EVENT: IBF workshop tests AI proof of value for forecasting and demand planning

EVENT: IBF AI Edge focuses on supply-chain planning and forecasting

EVENT: Supply-chain orchestration connects planning and execution

WARNING: Inventory-platform replacement can recreate shadow planning if parameters remain unowned

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

RESOURCE: Historical replay — agentic AI in forecasting and planning (4 February 2026 roundtable)

OUTAGE: Anaplan CloudWorks integrations disrupted across multiple regions

EVENT: Intuiflow showcases Demand Driven planning at Procurement Summit Hamburg

RISK: Long-Running Planning Agents Need Explicit Decision and Override Boundaries

WARNING: Planning-system product ownership can mask a parameter-ownership gap

RISK: Agentic planning claims are advancing faster than auditability and decision ownership

WARNING: CISA Issues AI Data-Security Guidance Across the Full Lifecycle

Supply-chain AI depends on governed data foundations

OMP shows why master-data accuracy is not enough for APS trust

Power-planning software is becoming part of industrial Supply Chain architecture

AI is becoming an operating layer across planning, procurement and logistics

Planning-stack ownership is becoming a Supply Chain role

Unified data does not create value unless it improves a cross-functional decision

Blue Yonder frames AI-enabled planning around volatility, shortages and data overload

AI planning projects often fail upstream: the real problem may be master data or workflow

AI-built planning applications collapse development time, not planning complexity

Planning value increases when execution data closes the loop

Enterprise AI architecture must preserve business meaning across systems

Forecasting becomes more accessible with AI, but data still makes the difference

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

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

Capacity planning software should be selected by constraint fidelity, not vendor ranking

AI agents should enrich forecasts only with information the model cannot see

AI is moving supply-chain planning from prediction to automatic replanning

Tillamook turns supply-chain planning into a growth engine

Planning software ROI needs finance attribution and post-go-live ownership

Demand planning, supply planning and customer service may converge into one customer-facing role

Chipflation is becoming a cross-industry planning constraint

Graph context can improve predictive analytics in supply-chain planning

Retail supply-chain AI is advancing faster than data and process unification

AI-first planning vendors differ most in who owns the model

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

ERP migration should not freeze the supply chain planning decision layer

AI should remove planning administration, not replace judgment

BARC survey shows a wide gap between agentic-AI potential and current planning impact

AI investment outpaces data readiness: the GS1 US Supply Chain Readiness Gap study

Gartner: AI-driven supply chain headcount cuts put the next generation of planning judgment at risk

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

Build a governed autonomous replenishment agent for SAP S/4HANA with Claude and MCP

Run a One-Week Planning Master-Data Audit

Build a Governed AI Forecast Review Workflow Before Connecting AI to Your Planning System

22 practical Data Science projects for Supply Chain teams

Create a Decision and Permission Matrix for Supply Chain Planning Agents

Activate Joule in SAP IBP Without Confusing Conversational Access with Planning Authority

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 a Governed S&OP Scenario Register Instead of Managing Scenarios in Email

From Open-Source Multi-Agent Control Tower to Governed Supply Chain Decision App

Build a Governed AI Control Tower for Logistics Questions

How to Validate an AI Demand Forecast Before Planners Use It

Map the supply chain IT portfolio before adding another AI application

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

Build a SKU-Location Demand Forecasting Pipeline with BigQuery ML

Test Whether a Supply Chain AI Agent Is Real or Agent-Washed

Build a governed Claude Managed Agent for Supply Chain workflows

EDITED

Workday Adaptive Planning

Databricks

Databricks Mosaic AI

Dataiku

Daybreak

FedEx Dataworks

Jedox

QAD

Oracle Supply Chain Management

sedApta

Starburst

Monte Carlo

Fivetran

Denodo

dbt Labs

Confluent

Collibra

Atlan

Alation

Snowflake

Cogsy

Imperia

Firstshift

Demand Solutions

The Access Group

Katana

MRPeasy

CyberPlan

Dialflo

DataLeo

BEOM Consulting

NTT DATA Supply Chain Consulting

Institute of Business Forecasting and Planning

EY Supply Chain

Deloitte Supply Chain

Thoucentric

Capgemini Supply Chain

Accenture Supply Chain

Bluecrux

GS1

KPMG Supply Chain

Oliver Wight

BCG Supply Chain

FreightWaves

Eindhoven University of Technology

MIT Center for Transportation & Logistics

UPS Supply Chain Solutions

Rhenus Logistics

Nippon Express

Maersk

Kuehne+Nagel

Kenco Group

Hellmann Worldwide Logistics

GXO Logistics

GEODIS

FM Logistic

FedEx Supply Chain

Expeditors

DSV

Nicolas Vandeput

Jean-François Nordmann

Chakri Gottemukkala

Pierre Pélissier

Sandia Ghernati

Pauline Coquinot

Louis Collignon

Arnaud Morvan

Thomas Barciet

Prashant Gopalan

Chinmay Bhatt

Diego Faria

Gregory Pitstick

Alain Matar

Tanguy Caillet

Jan C. Fransoo

Conor E. Doherty

Thierry Lucas

Amélie Destefanis

Knut Alicke

Lora Cecere

Mark Sawaya

Stefan de Kok

Quentin Maillet

Stephane Leclercq

Rajesh Gangadharan

Isabelle Gazzola

Martijn Lofvers

Jean-Philippe Guillaume

Jean-Luc Rognon