You Benchmarked the Model. Now Benchmark the Server.
You picked a free model because the answers looked good. Good answers are not an endpoint. An endpoint is the model plus the server plus the network. Demos pass. Pipelines stall. The model was rarely the problem. So why do we keep benchmarking only the model? Because it is easy. You paste a prompt. You read the output. You declare a winner. The server never gets a vote. This post is a…
You benchmarked the model, but now it's time to benchmark the server too. Evaluating only the model is not enough because the server is also an important factor. Free model access often comes with a shared endpoint, meaning other users can affect your latency and timeout. To ensure accurate results, you need to measure the model plus the server together. Here's a reproducible benchmark that measures the pair, not just the model. Run this before integrating any free endpoint into your CI pipeline.
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