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

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

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

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

GEPP replaces legacy planning with an AI-driven RELEX platform

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

SymphonyAI included in Forrester Retail Planning Platforms Landscape

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

Kinaxis says AI has moved from aspiration to operational planning at Kinexions 2026

IFS.ai expands industrial AI relevance for scheduling, service and operational planning

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

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

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

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

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

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

Pigment and Amazon discuss AI-driven speed and trust in supply chain planning

Komugi Uses SIANE 2025 to Promote Outsourced PIC and MRP Planning for Industrial SMEs

Autone raises $17 million to scale AI-powered retail inventory planning

MANE selects Kinaxis Maestro to modernize global demand planning

ISG sees rising AI investment in forecasting and scenario planning

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

Anaplan Study Frames Slow Planning Decisions as a Measurable Latency Tax

Blue Yonder reinforces its AI-native planning position after 2026 Gartner recognition

Pigment Introduces Graphite Architecture for Scalable, Governed Planning

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

Anaplan expands AI-driven enterprise planning with Custom Analyst and Agent Studio

RELEX introduces agentic AI for supply planning diagnostics

FourKites enhances Inventory Twin to connect S&OP planning with execution

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

SAP IBP Supply Chain Planning Consultant – S&OP/S&OE

Supply Chain Planning Engineer

Senior Consultant, Supply Chain AI-Driven Planning Advisory

Director, Inventory Optimization and Operations Planning

Principal Engineer: modelling input to long-range supply planning

Customer Value Director — Supply Chain Design & Planning

Internship — Supply Chain Planning Digitalisation

Internship — Global Supply Chain Planning

Manager, Supply Planning

Inventory Planning Assistant Manager / Staff

Solution Architect, Supply Planning — o9 Solutions

Director E2E Product Planning

Senior Consultant/Manager – RELEX Demand Planning & Replenishment Planning

End to End Planning Manager, Shoulders

Consultant — AI & Data / SAP IBP Supply Planning

Supply Chain Planning Analyst (Early Talent) — 2 openings

Material Planning Specialist — AI & Automation Focus

Product Manager / Architect — Supply Planning

Support Engineer — Enterprise Supply Planning and Demand Planning

Executive — Demand Planning

Material Planning Specialist

Category Planner — Central Hub

Product Analyst — Distribution Planning

Enterprise Solution Architect — Demand Planning and Fulfillment

Innovation Strategist EMEA

Global Squeeze S&OP Manager

Material Planning Controller

Operations Manager

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

Planning Solution Architect

FAILURE: Weak Master Data Can Undermine Automated Planning Decisions

EVENT: ISF 2026 brings forecasting research and practice together in Montreal

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

EVENT: Sunstice to host webinar on touchless demand planning and Agentic AI

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

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

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

EVENT: Reuters Supply Chain Europe opens with planning-AI readiness session

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

EVENT: Rapidflow tests an Oracle Fusion Planning Cycle Agent

EVENT: FERC software conference examines planning and market efficiency

EVENT: How I vibe-coded my Advanced Planning System

EVENT: B2Wise runs demand-driven factory planning workshop in Paris

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

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

RISK: Slow S&OP Decisions Can Create a Hidden Financial Latency Tax

EVENT: Kinaxis planning and orchestration session at NASCES 2026

EVENT: ASU explores multimodal AI from engineering design through manufacturing process planning

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

EVENT: Supply Chain LIVE London to Examine the Future of AI in Planning and Execution

EVENT: Algo webinar examines when supply chains should use forecast-driven push versus demand-driven pull

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

RISK: Supply planning can become hidden capital allocation when the objective function is unclear

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

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

RISK: Uncontrolled Excel Planning Creates Version and Decision-Ownership Exposure

EVENT: Amine BENMESBAH attends Gartner Supply Chain Symposium/Xpo 2026 in Barcelona

EVENT: Board Outside-In Enterprise Learning Session

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

EVENT: Supply Chain USA 2026 opens in Chicago

Model Literacy Matters Only When Planning Decisions Are Governed

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

Resilience Planning Requires More Than Crisis Awareness

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

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

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

Production planning is becoming a financial decision system—but most companies still govern it as scheduling

Konstantin Zlobin: AI struggles when planning pilots meet operational reality

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

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

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

Trust by default can remove the executive bottleneck from Supply Chain decisions

AI Skills Are Not Enough If Decision Ownership Is Unclear

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

Supply planning is becoming capital allocation with a service constraint

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

Lokad’s vendor reviews expose the evidence gap in AI-first planning

Mid-market planning vendors are converging on the same AI narrative—but not the same architecture

David Simchi-Levi sees digital mapping and contingency planning becoming central to resilience

Ganacos Positions Itself as a Faster, More Accessible Alternative to Anaplan for Mid-Market Planning

AI adoption metrics are meaningless without a decision-quality metric

Nordic Supply Chain leaders identify orchestration, governance and trusted decisions as priorities

o9 Leadership Move Signals A Market Positioning Watchout

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

Lora Cecere warns against the AI spin cycle in supply chain planning

Technology Radar Programs Shift the Question From Trends to Decisions

What Agent Washing Means for Supply Chain Planning Governance

Why Forecast Accuracy Matters More Than AI Labels

The AI-driven Supply Chain will need fewer planners—but stronger planning architects

Exception management is becoming the control plane for planning AI

Create a Decision and Permission Matrix for Supply Chain Planning Agents

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

Build a Governed AI Control Tower for Logistics Questions

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

How to Validate an AI Demand Forecast Before Planners Use It

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

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

Map the supply chain IT portfolio before adding another AI application

Build a governed Claude Managed Agent for Supply Chain workflows

22 practical Data Science projects for Supply Chain teams

Workday Adaptive Planning

Coupa Supply Chain Design & Planning

DeepVu

Daybreak

ketteQ

ICRON

Infor Supply Chain Planning

Oracle Supply Chain Management

Horizon Solutions

Delfoi

frePPLe

Aptean

AutoScheduler.AI

Asprova

REMIRA

StockIQ Technologies

Netstock

Autone

Flowlity

GAINS

Colibri S&OP

IFS Cloud

Dassault Systèmes DELMIA

SymphonyAI Retail CPG

Aera Technology

E2open

River Logic

Microsoft Dynamics 365 Supply Chain Management

AIMMS

Solvoyo

KPMG Supply Chain

EyeOn

Genpact Supply Chain

Capgemini Supply Chain

Kearney Operations

EY Supply Chain

Deloitte Supply Chain

Accenture Supply Chain

BCG Supply Chain

Bluecrux

BEOM Consulting

Gartner Supply Chain

Thoucentric

ASCM

GS1

ALICE

J.B. Hunt Transport Services

CEVA Logistics

Bain Operations

Adde Jans

Xavier Feltin

Nicolas Vandeput

Prashant Gopalan

Alain Matar

Tanguy Caillet

Stefan de Kok

Conor E. Doherty

Chakri Gottemukkala

John Sicard

Florian Saucias

Amélie Destefanis

Benoît Elie

Sandia Ghernati

Louis Collignon

Ludovic Giraud

Rajesh Gangadharan

Jonathan Jackman

Knut Alicke

Lora Cecere

Martijn Lofvers

George Cooper

Bram Desmet

Yossi Sheffi

Chris Caplice

Rob Handfield

Hau L. Lee

Zac Rogers

Willy Shih

Vineet Khanna