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SAP acquires Prior Labs and commits more than €1 billion to tabular foundation models

Mistral launches Timestral: probabilistic forecasting models for time-series data

Stord opens live fulfillment data to AI workflows through MCP

Inspectorio research finds retail supply-chain AI adoption accelerating

ADB Digital Strategy Prioritizes Data Governance and Responsible AI Across Asia-Pacific

Kinaxis partners with Databricks for governed AI-powered supply-chain orchestration

General Mills ties AI and Supply Chain redesign to a $3 billion savings programme

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

David Simchi-Levi examines how LLMs are reshaping manufacturing and Supply Chain decisions

Renault outlines Supply Chain AI industrialization projects using Dataiku

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

Optilogic introduces Ada to compress supply chain network design from months to days

Ganacos and Carrefour to Present a Unified Private-Label S&OP Model at Supply Chain Event 2025

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

Logistics Reply introduces an authority model for AI agents in warehouse execution

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

LeanDNA launches Demand Scenario Modeling in APEX

EU joins Pax Silica initiative for AI and chip supply-chain security

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

Snowflake introduces Business Ontology to ground AI agents in approved enterprise definitions

ARIS launches Process Context for Enterprise AI to ground agents in operational workflows

Pigment upgrades AI Agents with live web context and source citations

Primark selects Kallikor to simulate supply chain decisions before capital investment

Cognite launches an AI-powered Integrated Supply Chain offering for industrial operations

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

Bluecrux Recognized as a Gartner Leader for Specialist Supply Chain Strategy, Planning and Operations

Walmart and Symbotic expand warehouse automation agreement across 25 U.S. distribution centers

Transportation Insight launches TI Infinity for AI-supported transport scenario decisions

d-Matrix adopts Nvidia NVLink Fusion for inference-focused AI servers

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

Distinguished Data Scientist - Agentic AI Systems Engineering and Model Post-Training

Principal Data Scientist - Agentic AI Systems Engineering and Model Post-Training

Data Architect, AI and Supply Chain Insights

Connected Planning Model Builder

AI Data Engineering Manager, GPSC Insights Engineering - General Motors

Data and Controls Engineer

Data & BI Junior Project Manager Intern — Softgoods R&D

Data Scientist — inventory optimisation and agentic AI

Supply Chain AI and Data Science Lead

Principal Data and Applied Science, SCM Autonomous Suite

Applied Scientist, Worldwide Grocery Stores - Data and Science

Data Science Expert (Domain Models) – Data Labs

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

Data & AI Consultant — Autonomous Supply Chain

o9 Functional Consultant

Applied Scientist, Worldwide Grocery Stores Data and Science

Supply Chain AI Enablement Lead

o9 Solutions Consultant / Senior Consultant

Specialist — Spend Analytics

Head of AI & Advanced Apps

Supply Chain Scientist / Business Data Analyst

SCM Technology Manager

Senior Application Developer, MDK/Fiori/ABAP

Senior Consultant, Supply Chain AI-Driven Planning Advisory

Senior Service Parts Forecasting Manager

Planning and Scheduling Manager

AI Supply Chain Consultant

Lead Product Manager — Supply Chain AI

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

Advanced Demand Analytics Lead - Johnson & Johnson

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

WARNING: Legacy Data Gaps Continue to Limit AI-Based Supply Chain Response

RISK: Open Machine-Learning Models Create an Uncontrolled AI Supply Chain

EVENT: INDL-9 examines the human data-work layer behind AI supply chains

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

EVENT: Supply Chain USA 2026 opens in Chicago

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

NOMINATION: Aebi Schmidt appoints Georg Mohr Chief Supply Chain

NOMINATION: Oatey appoints George Clowtis SVP, Global Sourcing & Logistics

OUTAGE: Anaplan CloudWorks integrations disrupted across multiple regions

NOMINATION: o9 Solutions appoints Krishnakumar Kulankara as Chief Operating Officer

SECURITY: CISA Defines Minimum AI Bill-of-Materials Requirements

WARNING: Specialized planning agents can multiply faster than their governance model

REGULATION: EU General-Purpose AI Obligations Begin Applying

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

WARNING: Digital twins can create a second version of capacity if planning systems are not synchronized

WARNING: Supply Chain AI Talent Demand Jumps 387%, Widening the Execution Gap

RISK: AI Rises to the Second-Highest Global Corporate Risk

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

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

DISRUPTION: Hormuz reopening remains constrained by mines, permits and marine-fuel shortages

EVENT: MyExobrain highlights agentic AI adoption gap after Gartner Supply Chain Symposium

FAILURE: Uniform Governance May Cause AI-Agent Deployments to Fail

ShipMonk appoints Todd Bills as chief operating officer

NOMINATION: GXO creates CIO role and separates technology foundation from AI acceleration

OUTAGE: Anaplan platform access incident

EVENT: Inspectorio focuses Atlanta roundtable on moving Supply Chain AI from vision to execution

EVENT: American Bar Association examines AI procurement, IP and Supply Chain risk

EVENT: CARISCA Supply Chain summit opens in Accra

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

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

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

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

Modern Demand Planning Requires Model Selection, External Signals and Governance

Supply-chain AI adoption is rising, but fragmented data is limiting measurable value

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

Long-Running AI Agents Change the Planning Operating Model

AI readiness is a planning-process question before it is a model question

Edge AI requires lifecycle control, not only real-time inference

Disunified agents can create conflicting Supply Chain decisions across ERP, WMS and logistics systems

IBM study warns that AI dependency can reduce operational control

Stefano Esposizione argues that AI will amplify weak Supply Chain governance rather than fix it

Jean-Philippe Poisson maps the AI strategies reshaping consulting delivery models

Transportation leadership: why AI cannot orchestrate a network it cannot see

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

The AI-empowered supply-chain leader

GenAI lowers the automation threshold, but error economics determine what should be automated

AI Agent Spending Is Accelerating Faster Than Enterprise Deployment Discipline

Plan-for-every-part succeeds only when every parameter has an owner

Predictive logistics needs external signals, not only ERP history

Florent Tronquit proposes three questions to test the real value of AI in Supply Chain

The planning product owner is the missing bridge between roadmap and decision governance

Konstantin Zlobin: AI struggles when planning pilots meet operational reality

Semiconductor security policy needs dependency-level capacity models

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

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

SAP IBP’s hidden dependency is orchestration upstream of the plan

Agentic AI economics require value ownership beyond token-cost tracking

AI should remove planning administration, not replace judgment

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

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

How to Compare Forecast Models Before Selecting One in AWS Supply Chain

Connect SAP Digital Manufacturing to Joule through MCP and Joule Studio

Map the supply chain IT portfolio before adding another AI application

Supply Chain Outlier Detection 101: Build a simple demand-sensing review team with AI agents

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

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

Build a SKU-Location Demand Forecasting Pipeline with BigQuery ML

How to Validate an AI Demand Forecast Before Planners Use It

How to validate an AI inventory use case before buying software

Build and Govern a Production-Ready AI Agent with Amazon Bedrock AgentCore

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

Build a Governed AI Control Tower for Logistics Questions

Build a Simulation-First AI Agent to Monitor Supply Chain Delivery Failures

Centrum-AI

Databricks

Dataiku

DataRobot

Databricks Mosaic AI

Weights & Biases

OneTrust

Immuta

Fiddler AI

BigID

Amazon Web Services

Google DeepMind

DeepSeek

IBM watsonx

Meta Llama

Anthropic

Workday Adaptive Planning

LlamaIndex

IBM

Google

HighByte

Litmus Automation

Cognite

Google Cloud Supply Chain

Jedox

Siemens Digital Industries Software

Microsoft Azure AI Foundry

xAI

AI21 Labs

Sunstice

DataLeo

Opus Numeris

Digital Supply Chain Institute

EY Supply Chain

BCG Supply Chain

Eindhoven University of Technology

Accenture Supply Chain

Oliver Wight

Deloitte Supply Chain

Forrester

Kearney PERLab

Bluecrux

Cambridge Institute for Manufacturing

KPMG Supply Chain

Bain Operations

Nicolas Vandeput

Bertrand Maltaverne

Thomas H. Davenport

Rajesh Gangadharan

Philip Ideson

Chakri Gottemukkala

Louis Collignon

Jean-François Nordmann

Samir Saci

Vincent Cotte

Fei Tao

Florent Tronquit

Knut Alicke

Elouise Epstein

Sandia Ghernati

Chinmay Bhatt

Pieter Abbeel

Gregory Pitstick

Alain Matar

Bart De Muynck

Cassie Kozyrkov

Tanguy Caillet

Isabelle Gazzola

Prashant Gopalan

Jagjit Singh Srai

Jan C. Fransoo

Anne Robinson

Thomas Robert