Look at the cost of a mistake
A wrong caption on a casual video is a small problem. A wrong statement in a public notice is a large one. The size of the mistake decides how much review you need.
Three review patterns
- Approve first: a person approves every item before it is used
- Sample after: items go out and a sample is checked afterward
- Escalate on doubt: the system passes uncertain items to a person
Make review easy
Show reviewers the source beside the output, make corrections one click, and feed corrections back so the system improves.
See Workflow Agents and Responsible AI.




