Eval engineering is the discipline of building production-grade evaluation systems that proactively govern AI behavior at scale, ensuring quality standards are enforced in real-time rather than after deployment. Unlike traditional testing, eval engineering treats evaluation as ongoing infrastructure that encodes domain expertise into automated systems to prevent AI errors from reaching users, as illustrated by Air Canada's chatbot that provided incorrect bereavement fare information.