A detector flag is not proof of authorship. Preserve drafts, examine the evidence and use human review rather than adding mistakes or chasing a score.
An AI detector produces a classification or score, not a complete account of how a document was written. Treat a flag as something to investigate rather than an automatic accusation.
Understand what a false positive means
A false positive occurs when human-written text is classified as AI-generated. Error rates depend on the system, version, threshold and evaluation material. A result from one benchmark is not a universal rate for every detector or every language.
Research on bias against non-native English writers reports problems in the systems and datasets it evaluated. It supports caution about fairness, not a claim that all current products have the same error rate.
Preserve process evidence
Keep outlines, drafts, source notes and revision history. These records help explain a writing process, although no individual artifact should be treated as infallible proof. Record which assistance tools were used when that is relevant to a publication or institution's rules.
When a document is challenged
Ask which policy applies, what evidence was considered and how a human review can be requested. Compare the disputed passages with drafts and cited material. Avoid assuming that a detector's percentage is the probability that a specific person cheated.
Do not damage the writing to change a score
Adding errors, invented memories or arbitrary sentence variation makes the document worse and does not establish authorship. Revise to improve accuracy, meaning and clarity.
Do not replace one unsupported accusation with an unsupported promise that a “humanizer” will pass all detectors. There is no result this formatting tool can guarantee.
Keep cleanup separate from assessment
The invisible-character remover can inspect supported hidden characters, and the methodology explains its behavior. Removing a character changes text formatting; it neither proves AI use nor demonstrates that a detector flag was correct.