There is a reflex in AI engineering right now: when in doubt, reach for the biggest model you can afford. GPT-4o for the customer support bot. Claude Opus for the internal search tool. A frontier-class model for the document classifier that runs ten thousand times a day.

That reflex is expensive. And in a growing number of production scenarios,...