Tempo helps factories decide when to service each machine, not just which one looks unhealthy. It forecasts how many days each machine has left, simulates thousands of possible futures on AMD GPUs, and schedules repairs at the lowest expected cost within technician and spare-part limits. An LLM served on AMD explains each plan, and a rule-based checker verifies it before a human approves.