Not universally. First, the source must be clean and editable. You cannot simply rip a PDF to Word, import it into a CAT tool, and call it a workflow. That is not quality; that is laziness. It introduces formatting noise that confuses the AI and frustrates the linguist, resulting in significant quality and efficiency losses.

Second, the content itself matters. This workflow is designed for structural precision, not creative reinvention. It yields the highest return on mid- to high-volume, technical projects (like manuals, patents, or legal texts) where consistency is the primary metric.