The Efficient Frontier of LLM Inference

Baseten published an analysis of the cost-quality-latency tradeoff space for LLM inference, framing it as an efficient frontier problem borrowed from portfolio theory. The post explores how batching, quantization, and hardware choices shift models along the frontier and identifies operating points suited to different production workloads. It provides a practical framework for choosing inference configurations based on application requirements.