Industrial AI requires use cases that are designed for production from the start. Keyrus uses the Innovation Lab to design and validate AI use cases against the conditions in which they will eventually operate: real data, real workflows, real governance. Reliability is built in early. When a use case is ready to scale, the operational architecture is already in place, reducing the gap between proof of concept and production.