A structured roadmap can make the supply-chain AI journey measurable

John Galt Solutions outlines a phased approach to supply-chain AI adoption rather than treating AI as a single implementation. The useful governance question is how use cases move from experiment to controlled operating capability. Supply-chain AI roadmaps should define decision scope, data readiness, baseline performance, ownership, validation and scale criteria.