In-depth guides

For: CSCOs, VPs of supply chain, digital & IT leaders

What planning agents can and can’t do today, why they need an ontology and an optimizer underneath, how to set guardrails, and how to evaluate vendors.

Contents

1. 01Why chat-style AI breaks down in planning
2. 02The three layers: understand, solve, act
3. 03The supply chain ontology: entities, relationships, rules, constraints
4. 04Optimization: from constraints to the best feasible plan
5. 05Agents: sense, reason, decide, act, learn
6. 06Guardrails, auditability and human-in-the-loop
7. 07Anatomy of a rush order
8. 08Evaluation checklist and 6-week roadmap

For: Planning managers, schedulers, plant managers

For planning managers and plant leaders: master scheduling, finite-capacity scheduling, material kitting and dynamic replanning — and how to roll it out.

Contents

1. 01Planning maturity self-assessment
2. 02Connecting the MPS and the shop schedule
3. 03Kitting and dynamic replanning
4. 04Rollout path and ROI model

For: Planning and operations leaders in food & beverage

An industry deep-dive on shelf-life-driven scheduling, CIP and allergen sequencing, seasonal capacity planning and lot traceability.

Contents

1. 01How food planning differs
2. 02Modeling shelf-life chains
3. 03CIP and allergen sequencing
4. 04Annual capacity planning