How to Evaluate LLM Provider Performance Across Latency, Throughput, and Uptime

The same model behaves differently across provider endpoints. Infrastructure, quantization, load handling, and routing defaults all change the result. Here’s how to measure latency, throughput, uptime, and precision, then turn the measurements into a routing policy.