Frontier models are extraordinary generalists. Most production tasks do not need a generalist.
Match the model to the job
Classification, extraction and routing are solved reliably by compact models at a fraction of the cost and latency. Reserve the largest models for open-ended reasoning.
Evaluation beats intuition
Teams that build a 200-example evaluation set before choosing a model consistently spend less and ship faster than teams that pick by benchmark headline.
