Consider GPTZero
Include it in a detector comparison with independently labeled human writing.
A practical comparison of workflow fit, limitations and the trial to run before choosing.
These recommendations describe workflow fit. No controlled performance score or measured winner is asserted.
Inspect the evidence record →Include it in a detector comparison with independently labeled human writing.
Consider it for a documented content-review workflow rather than a standalone verdict.
Keep false positives and missed AI text separate in your evaluation.
A detector result is not proof of authorship or misconduct.
Use a held-out set with human, generated and edited texts and record every result.
Record the detector version and the threshold used for each decision.
A result from this detector cannot establish a result from another detector.
Compare outcomes across text lengths while holding the input labels fixed.
Use the same input for both trials and compare the final reviewed output, including correction time.