Every model benchmark I read ranks the same two things: how good the output was, and sometimes how many tokens it took. Almost none of them print the number you actually get charged for. That gap matters, because the two rankings are not the same list.
Source: [Dev.to](https://dev.to/altrouter/your-model-benchmark-measures-everything-except-the-bill-4i8o)