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XMPro links agentic AI to bounded autonomy in industrial operations

o9 frames Responsible AI as enterprise readiness for agentic planning

Havoc and Rune integrate autonomy with logistics planning

Kraft Heinz links control-tower visibility, factory AI and human decisions

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

Aramco Digital and Avathon expand industrial AI partnership

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

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

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

SAP launches its Autonomous Enterprise and governed Business AI Platform

Coupa launches new AI agents for sourcing, collaboration and orchestration

Responsable Supply Chain H/F — Transition Mission

Data & AI Consultant — Autonomous Supply Chain

RISK: AI autonomy can expand faster than human accountability

WARNING: Supply-chain AI needs governance beyond automation

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

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

WARNING: Only 21% of Enterprises Report Visibility Into Their AI Agents

Logistics buyers expect AI to improve visibility and decisions before autonomy

Gartner's 2031 disruption forecast is really a decision-autonomy test

Better decisions matter more than fully autonomous supply chains

Always-on Supply Chains need decision authority, not just visibility

Procurement agents need autonomy boundaries before workflow redesign

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

Is the Autonomous Supply Chain Too Good to Be True? Why 100% Autonomy Is the Wrong Target

The intelligent supply chain is a decision architecture, not an autonomy target

AI supply chain planning: faster decisions need clearer accountability

From Bots to Agentic Supply Chains: Why the Next Competitive Advantage Will Be Decision Augmentation, Not Full Automation

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

Autonomous supply-chain technology creates a coordination problem before it creates autonomy

Supply-chain AI needs more than automation

o9 customer stories show connected planning value emerging before agentic autonomy

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

Multi-agent supply chains need a control plane before they need more agents

Gartner: planning autonomy will remain rare even after heavy AI spending

Agentic operations must govern actions outside ERP

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

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

Agent washing creates a governance risk in supply-chain planning

Rajesh Gangadharan argues that agentic AI will hit an organizational operating-model wall

Controlled autonomy will define AI-enabled disruption management

Supply-chain AI value depends more on workflow redesign than autonomy claims

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

Evaluating agentic AI for demand forecasting requires more than forecast accuracy

Physical-AI scale depends on the ecosystem around the robot

Human accountability remains central to self-driving S&OP

Reacting Before the Ripple Becomes a Wave with SAP Autonomous Supply Chain

Solvoyo

RELEX Solutions

Vekia

ToolsGroup

Arnaud Morvan

Henrik Christensen

Helen Greiner