Why The Model Isn't The Hard Part, The Workflow Is

A Stanford Digital Economy Lab study of 51 successful AI deployments found 77% of practitioners identified change management, data quality and process redesign as the hardest challenges. For 42% of implementations, the foundation model was fully interchangeable. 61% of successful deployments included at least one prior failure where AI was treated as a technology project.