Each LLM deployment has a ceiling, a latency curve, and a unit value. Most groups function blindly, discovering their deployment limits solely when over-provisioning exhausts their GPU price range or peak visitors causes a catastrophic failure. Three numbers matter: most sustained concurrency earlier than GPU saturation, end-to-end latency at that concurrency, and price per million…