Compared with self-hosted inference services, serverless inference removes engineering burdens such as model weight loading, VRAM management, concurrency queuing, monitoring, and alerting, at the cost of a usually higher price per token, fewer tunable parameters, and a lack of control over the underlying hardware and runtime.