A national healthcare institution in Mexico transformed its fragmented AI environment into a unified AI operations platform with AGIOne, consolidating GPU resources, centralising model access, and enabling hybrid cloud scaling. The result was greater efficiency, lower costs, and a more resilient, scalable foundation for healthcare AI.