AI detection systems can disagree and may misclassify both human and AI-assisted writing. That makes a single score a weak editorial goal.
- Write for readers, not classifiers.
- Measure clarity with concrete editorial checks.
- Follow disclosure rules that apply to your work.
Replace the score with editorial questions
Ask whether each paragraph has a clear purpose, whether claims are supported, and whether a real reader can follow the logic without rereading. These checks remain valuable even when detection systems change.
Add details only you can supply
Useful examples, firsthand observations, decisions, and constraints make writing more credible because they add real context—not because they manipulate a classifier.
Keep integrity in the workflow
Respect academic, workplace, and publishing policies. If disclosure is required, humanizing the prose does not remove that responsibility.
Review every result for accuracy and follow the academic, workplace, publishing, and disclosure rules that apply to your work.