The expert's work is finished before the machine writes. The checks and the critic run before any person reads, and the person's decision comes last and is recorded.
AI content quality at volume: expertise in, drafts out
A cheap draft can be expensive to approve. Put the expertise in before the machine writes, let deterministic checks and a critic reject what fails, and measure cost per approved article.






