Before AI can improve maintenance, operations or warehouse performance, organizations need stable processes, connected equipment and trustworthy data. A practical AI-readiness framework from GIE Advisory Group.

A facility launch should not be a series of functional handoffs. GIE explores how a cross-functional Launch Program creates ownership, common reporting and formal operational acceptance from concept through stable ramp.

Warehouse automation should start with an operating constraint, not a preferred technology. Here is a practical framework for determining when automation earns the investment.

Running out of warehouse space does not always mean you need a larger building. Effective capacity planning starts by understanding inventory, throughput, flow and the operating requirement before committing capital.