Natum finds the best model and accelerator for every step of an AI agent workload. It tests each combination on your workload and builds an execution plan that preserves baseline task success while improving cost and latency. In tests on real workloads, Natum reduced estimated inference cost by up to 87% and completed workloads up to 18× faster.