AI-generatedMeasured
100%
AI probability
Before humanizing
Original draft
.docxOriginal wording
The difference, on the page
Before and After:
Real Academic Manuscripts Humanized.
Compare a complete original manuscript with its humanized Word document. See how citations and tables stay frozen, edits appear as native tracked changes, and potential meaning shifts are flagged for your review.
Actual detector scores
These are the actual detector scores for the sample shown: 100% AI before humanizing and 0% AI after.
Human-writtenMeasured
0%
AI probability
After humanizing
Humanized + tracked changes
.docxReview, accept or reject each edit
Actual renders and measured detector scores for a fictional demonstration manuscript. Results vary by document and detector; no individual score is guaranteed. HumanDoc is not affiliated with or endorsed by GPTZero.
Download the original sample .docxMeaning preserved, side by side
Fresh wording.
Same experiment.
The difference is in the details. Here, HumanDoc keeps both experimental conditions intact as it rewrites the sentence.
Actual sample excerpts · illustrative competitor rewrite. The original and HumanDoc sentences come from the fictional manuscript above. The competitor sentence illustrates a possible meaning shift; it is not an output from a tested competitor.
Original
Actual sample excerpt
Patient-derived PDO-K12 organoids (KRAS G12D) were transduced with non-targeting or USPQ7-targeting sgRNAs and exposed to trametinib (10 nM) or vehicle for 72 h.
The experiment includes a drug condition and a vehicle control.
HumanDoc
Actual rewrite · meaning retained
Organoids (PDO-K12) derived from patient tumors harboring KRAS G12D mutation were transduced with non-targeting or USPQ7-specific sgRNAs and incubated for 72 hours with either 10 nM trametinib or vehicle.
Both conditions stay. The model, mutation, targeting groups, dose and exposure time also keep their original meaning.
Illustrative competitor rewrite
Hypothetical · meaning shifted
Organoids (PDO-K12) derived from patient tumors harboring KRAS G12D mutation were transduced with non-targeting or USPQ7-specific sgRNAs and all incubated for 72 hours with 10 nM trametinib.
The vehicle control disappears. Saying every organoid received the drug changes the experimental design.
Small words carry real meaning. In this sentence, keeping “or vehicle” keeps the experiment intact. Review the full document and its flagged issues before accepting your edits.
Explore the meaning checkRigorous Semantic Auditing
Five Review Categories:
How HumanDoc Guards Scientific Findings.
When rewriting complex prose, subtle distortions can alter experimental findings. HumanDoc runs whole-document comparative analysis to categorize and highlight potential shifts with yellow highlights and native Word comments.
[Fact Change]
Guards critical quantitative values, experimental findings, statistical outcomes, and factual assertions from unintended alterations.
[Term Change]
Protects technical domain nomenclature, gene symbols, assay designations, cell lines, and chemical compound names.
[Quotation Change]
Verifies direct quotations, verbatim excerpts, and attributed speech against the source manuscript.
[Omission]
Identifies essential experimental details, control conditions, or methodological nuances omitted during sentence restructuring.
[Topic Item]
Flags broader topical drift or contextual shifts that subtly change the intended academic takeaway.
Document Architecture Matters
HumanDoc vs. Generic Text Box Paraphrasers
Feature Comparison.
See why researchers, students, and professionals choose native document humanizing over copy-pasting snippets into browser text boxes.
| Capability | HumanDoc (.docx) | Generic Text Box Paraphrasers |
|---|---|---|
| Input & Output Format | Direct Word document (.docx) processing; output is an authentic .docx file | Copy-paste plain text box only; requires manual re-formatting |
| Zotero & EndNote Citations | Preserved byte-for-byte; live citation fields stay connected to your library | Stripped or corrupted into plain broken text strings |
| Document Layout & Tables | Headings, tables, captions, footnotes, and styles remain untouched | All typography, tables, and document styles are lost |
| Review & Auditability | Native Word tracked changes (<w:ins> / <w:del>) + margin comments | Single opaque block of rewritten text with no record of changes |
| Factual Verification | Autonomous LLM review with yellow highlights across 5 issue categories | No factual review; hallucinated distortions go unnoticed |
| Pricing & Subscription | Up to 1,000 free words/month (100 without an account), prepaid words never expire, no subscriptions | Predatory $15–$30/month recurring auto-billing subscriptions |
Try it with your words.
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