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

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

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

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

REMIRA positions AI-powered inventory and supply chain software for European planning teams

SKU Science keeps lightweight demand planning relevant for SMB and e-commerce teams

Willow raises $7 million to govern enterprise access for autonomous AI agents

Aptean brings Logility DemandAI+ agentic AI to supply chain planning

Anthropic’s Founder’s Playbook Signals the Rise of AI-Native Operating Models — And Supply Chains Should Pay Attention

Slimstock customer Freedom of Movement uses AI-powered planning for retail growth

John Galt Solutions’ Atlas recognized among 2026 top logistics and supply chain technology providers

RELEX report: AI moves into core supply chain decisions as volatility persists

SKU Science Highlights Faster Trend Detection and Product-Lifecycle Planning for 2026

Arkieva frames AI in supply chain planning around practical decision support rather than hype

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

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

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

Associate Director — Global Oncology Forecasting and Analytics

Category Planner — Central Hub

Demand Planning & AI Solutions Specialist

Associate Director, Demand Planning & Purchasing

Solution Lead — Plan to Forecast

Executive — Demand Planning

Technical Product Owner — Plan

Revenue AI Solutions Analyst

Head of AI & Advanced Apps

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

Demand Plan & Orders Scheduling Analyst

Consultancy — Supply Chain AI Specialist

Senior Product Manager, AI — Supply Chain & Procurement

EVENT: Algo Hosts “The Trillion-Dollar Forecast” Webinar on Forecasting as a Scenario Tool

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

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

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

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

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

WARNING: Agentic AI supply chain software spend is projected to surge, raising governance pressure

RISK: Boards Lack Governance Models for Agentic Decision Rights

EVENT: CILT Hong Kong examines practical AI applications in supply chains

EVENT: CII programme covers AI-driven intelligent supply-chain management

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

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

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

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

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

EVENT: How I vibe-coded my Advanced Planning System

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

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

WARNING: Only a Minority of Enterprises Are Ready to Secure AI Agents

EVENT: Intuiflow by Algo hosts its 2026 User Conference in Bordeaux

Forecast overrides are a governance problem, not only a forecasting problem

Forecast Value Added Turns Planner Overrides into a Measurable Governance Process

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

Category planning is policy governance—not spreadsheet maintenance

Logility white paper reframes demand planning around AI, sensing and explainable forecasts

Modern Demand Planning Requires Model Selection, External Signals and Governance

Why Forecast Accuracy Matters More Than AI Labels

Forecasts Predict Demand; Demand Plans Translate It Into Action

Is MAPE Still the Right Forecast Accuracy Metric for Demand Planning?

SKU Science Is Best Understood as a Lightweight Forecast-Governance Layer

Forecast variability: when human enrichment destabilizes planning

Amazon moves demand forecasting from specialized models toward a reusable forecasting foundation model

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

Ganacos Links Demand Planning Performance to Data Quality, Cross-Functional Ownership and Scenario Governance

Komugi Links Month-End Forecast Reliability to Material Availability, Capacity and Workforce Flexibility

AI Education Is Expanding Faster Than Supply Chain Governance

Orchestra’s Recovery Shows Why Inventory Reduction Is a Governance Problem

Using confirmed future orders to improve chemical demand forecasting

Launch execution fails when allocation governance cannot keep pace

The AI-skilled supply-chain talent gap requires role redesign, not hiring alone

Ankur Gupta argues supply chain needs world models, not just agents

AI Anxiety: When Continuous Tool Adoption Becomes a New Professional Fatigue

GenAI Productivity Gains Depend on Workforce Readiness and Operating-Model Change

AI adoption metrics are meaningless without a decision-quality metric

Konstantin Zlobin: AI struggles when planning pilots meet operational reality

Why Forecasts Serve Different Purposes at Different Time Horizons

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

Machine learning is changing demand planning, but humans still matter

Ganacos Positions the Master Production Schedule as the Link Between Forecasts, Capacity and Execution

Supply-chain AI needs more than automation

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

Create a Decision and Permission Matrix for Supply Chain Planning Agents

Experiment: Build a Supply Chain as a Service company with OpenOPC

Dataiku

FuturMaster

ToolsGroup

Smart Software

Streamline

Collibra

EazyStock

SymphonyAI Retail CPG

Lokad

Crisp

Daybreak

REMIRA

Enmovil

RELEX Solutions

Pigment

Kinaxis

SAP

AI21 Labs

Meta Llama

Anthropic

Vekia

Flowlity

Aleph Alpha

SKU Science

Slimstock

Infor Supply Chain Planning

Logility

Arkieva

Databricks Mosaic AI

Mistral AI

Alain Matar

Adde Jans

Nicolas Vandeput

Arnaud Morvan

Eric Wilson

Samir Saci

Thomas Barciet

Mark Sawaya