Organizations need to follow a disciplined step-by-step portfolio approach that treats AI innovation as a structured pipeline of projects that is managed by applying coherent, repeatable principles. This approach enables leaders to allocate scarce resources strategically, secure and maintain executive sponsorship across multiple initiatives, and sequence the right projects at the right time rather than chasing disconnected proofs of concept.