Can one tool replace full review?

No. Tool output should support, not replace, human review.

What should be tested first?

Your highest-risk content types and short-text edge cases.

A practical comparison of ZeroGPT and Copyleaks for teams balancing speed and review quality.

Choose based on your review process, not just headline claims.

Look at false-positive behavior and reviewer agreement on the same sample set.