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

Sunstice launches Helios agentic AI layer for faster supply-chain decisions

World Economic Forum adds 16 Lighthouse awards as AI scales across manufacturing and supply chains

Accenture invests in Aera Technology to fuel AI-enabled supply chains

Oracle adds agentic applications for inventory, supplier and production decisions

Compri raises €3.2 million to expand autonomous procurement agents

ToolsGroup launches Decion for AI-powered self-steering supply chains

SAP lays out an autonomous Supply Chain Management architecture

Infios adds AI agents for supply chain execution across orders, warehouses and transportation

T-Systems and SupplyOn bring sovereign AI agents to industrial procurement

Oracle embeds new AI agents across end-to-end supply chain operations

DeepFabric launches an AI-agent platform for end-to-end Supply Chain operations

Frutura selects RELEX for near-real-time fresh-produce forecasting

Accenture expands its AWS business group with an autonomous supply-chain AI product

Gartner forecasts agentic AI spending in Supply Chain software will reach $53 billion by 2030

Oracle introduces AI agents to transform supply-chain workflows

FAILURE: IBP change programs can deploy software faster than decision rights

EVENT: Optilogic examines how supply-chain design can close the decision-speed gap

EVENT: Citwell and RapidCanvas examine AI for supply-chain decisions

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

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

EVENT: AI, from Investigation to Action

RISK: AI autonomy can expand faster than human accountability

EVENT: Reuters Supply Chain USA 2026 — Day Two

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

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

REGULATION: USMCA review opens a new period of sourcing uncertainty

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

EVENT: FMI Supply Chain Forum asks retailers to prepare for AI-enabled execution

EVENT: SAP hosts AI-powered Supply Chain operating-model session

SECURITY: Delayed disclosure of logistics-IT compromise exposes control-tower dependency risk

EVENT: INSA programme examines supply-chain and third-party resilience

WARNING: Yossi Sheffi identifies electricity availability as an underestimated Supply Chain risk

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

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

When AI gets supply-chain decisions wrong — and is sure that it is right

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

Self-steering supply chains are arriving before companies have defined who owns the decision

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

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

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

Network-planning regret needs option design, not another approval loop

IBP change management is part of the architecture—not the rollout plan

From Execution Roles to Orchestration Roles in Supply Chain Operations

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

Supply Chain agents need transaction proof, not conversational fluency

AWS architecture moves multi-agent supply-chain AI from dashboards toward actions

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

Supply Chain AI adoption is moving from visibility to controlled action

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

Exception management is becoming the control plane for planning AI

The agentic-AI market forecast is growing faster than process redesign

The Chief Supply Chain Officer is becoming a geopolitical strategist

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

Purpose without delegated authority cannot sustain Supply Chain transformation

Supply-chain regulation creates value only when evidence changes purchasing authority

Predictive logistics needs external signals, not only ERP history

Agentic AI economics require value ownership beyond token-cost tracking

AI agents are reaching production faster than organizations are defining accountability

Always-on demand forecasting changes the infrastructure assumptions behind planning AI

Chris Caplice assesses freight volatility and transportation-market conditions in 2026

Create a Decision and Permission Matrix for Supply Chain Planning Agents

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

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

Build a governed Claude Managed Agent for Supply Chain workflows

How to Validate an AI Demand Forecast Before Planners Use It

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

GAINS

Aera Technology

Lokad

Flowlity

Microsoft Dynamics 365 Supply Chain Management

ToolsGroup

Oracle Fusion Cloud SCM

SAP

KBRW

Daybreak AI

Mad Street Den

Afresh

Nomagic

Fairmarkit

Cassie Kozyrkov

Jay Lee

Edmund Zagorin

Marco Macchi