standard
De facto chat completions interface whose responses expose usage.prompt_tokens and usage.completion_tokens, used here as the measurement hook.
No evidence-backed relationships are recorded.
One operator's surplus build serves thousands of agent requests a day on silicon that taped out in 2016. Every model on it is sized against the 45 GiB the driver actually hands back rather than the 48 GB printed on the cards.
Reality
The adjusted figure is the honest one, but it still only counts whether calls came back. That is why 20 customers who topped up in more than one month, carrying 70.8% of lifetime revenue, is the harder number.
Reality
A governance swarm burned seven minutes on backoffs because burst throttling and a spent daily quota both arrive as HTTP 429, and the client dropped the body that told them apart.
Reality
A dev.to guide argues the rendered scorecard must never stand in as evidence that the score record was correct. In hiring software, that distinction is load bearing.
Reality
A dev.to price walkthrough shows two models swapping places by 17% and 42% on the same list prices. For that pair, the crossover sits at ten input tokens per output token.
Reality