Insights
Dataleo Insight · 2026-07-11· AI-Built Planning Systems

AI-built planning applications collapse development time, not planning complexity

AI agents can accelerate application construction, but production-ready planning still depends on validated logic, data and constraints.

Nicolas Vandeput demonstrates how AI agents can rapidly build an advanced planning application, showing that application-development speed is no longer the main constraint in creating specialised Supply Chain decision tools.

The affected decision is whether an AI-built planning application can be trusted to recommend inventory, supply or capacity actions. Value requires validated planning logic, stable data contracts, explicit constraints and controlled deployment into a real planning cycle.

The principal failure mode is mistaking a functioning interface and generated code for a production-ready APS.