# From Pilots to Production: The Four Disciplines That Make Generative AI Work
InfoWorld outlines four key disciplines required to successfully transition generative AI initiatives from pilot projects to production-ready deployments. The article examines the organizational and technical practices necessary for organizations to operationalize AI systems at scale.
