In many AI in manufacturing case studies, payback periods of well under 12 months are reported for AI for production planning and scheduling. When baseline planning processes are heavily manual, the time savings and performance gains can be visible within a few weeks of go-live. The combination of quick wins and low upfront data requirements is one reason why the ROI of AI-driven production scheduling often compares favourably with other digital projects and why more manufacturers are prioritising dedicated AI for production planning.
