Leave unflagged sections alone

When an AI-writing detector returns a report, the useful signal is usually a set of highlighted spans—not a license to rewrite the entire file.

Unflagged continuous prose that already reads like your voice should stay put. Touching it burns budget, risks style drift, and can create new false positives next to passages that were fine.

A practical order of work: open the report, list the highest-confidence flagged stretches, and rewrite those first while freezing citations, numbers, formulas, and reference lists.

Then re-import the updated document and read the new highlights. If a span is still flagged, run another pass on that span only.

Product tools such as HumanPen are built around this match-report-span workflow rather than a whole-document wash.

HumanPen is a document-level AI polish tool: import a Turnitin or iThenticate-style AI report or select passages yourself, rewrite only the marked continuous prose, and try to keep layout intact.

Billing follows rewritten words, not an unlimited wash pass. If spans remain flagged after a pass, product copy describes free follow-up rounds on those spans until the report is under the stated threshold.

That loop is useful as a process, not as a promise that any school or publisher will accept the score.

Detectors disagree and policies differ. Use the report as a map of where to look, verify with a fresh import after you edit, and keep ownership of the final draft.

Learn more at https://humanpen.net or https://lnk.bio/humanpen.

None of this is a guarantee of clearance. Treat detector output as imperfect evidence: work the flagged continuous prose, leave clean sections alone, preserve the reference list, and re-check honestly after each pass.

That discipline beats washing the whole manuscript hoping a score moves for the right reasons.

Authors who chase a single vendor score often overwrite citations and invent new flags; authors who match spans keep structure and spend fewer words.

Start with the densest highlights, keep the bibliography frozen, and only then decide whether another detector pass is worth the cost.