Contain cost on repeated inference.

A narrow production behavior runs often enough that broad-model unit cost dominates the budget — before anyone redesigns the architecture.

Bound the task, specialize a compact model or automation path, and compare quality, cost, and latency against an agreed broad baseline before scale.

Task boundary → specialized runtime → evaluation gate → private or controlled serving → feedback loop for regression checks.

Lower unit cost on the repeated path, clearer ownership, and a measured bar for when the broad model still earns its keep.