Winston AI and humanizing AI text: what to review

Keep detection and proofreading as separate review steps

Winston AI offers AI detection through its own service. This page does not reproduce its reports or provide an integration. Read the official product information to determine whether its current features fit the kind of document you need to review.

For a document review, keep the origin question separate from proofreading and source checking. A detector report cannot replace checking whether a date, quotation or technical explanation is correct.

Reference: Winston AI: official product guidance

Choose an edit that fits the document

If your draft contains headings, lists or tables, retain that structure during an edit. Check that list items remain distinct and that a rewrite has not dropped a qualification or source credit merely to make the prose shorter.

Our editor offers four writing styles and light Polish or deeper Rewrite modes. It checks protected numbers, quotes, links and code before returning a result. Those checks do not prove authorship, verify evidence or measure performance against a detector.

A review checklist before sharing the result

Keep the original draft and compare it with the edit. Check attribution, negation, uncertainty and the relationship between each claim and its evidence. Add your own verified details where needed, and follow the assistance or disclosure rules that apply to the document.

• Keep source notes and version history.
• Treat a detection report as context for review.
• Read the provider’s current guidance rather than relying on a promised pass rate.