The 12-Step Checklist for Reviewing AI-Generated Text

1–2. Confirm purpose and audience

First, write one sentence describing what the document must help the reader understand or do. Remove sections that do not support that purpose. Generated drafts often include broad introductions and conclusions that repeat the topic without adding information. A shorter document with a clear decision is usually more useful.

Second, identify the reader's knowledge, relationship, and likely questions. Replace unexplained jargon, choose an appropriate level of formality, and put the most important information where the reader expects it. A customer, researcher, student, patient, and executive do not need the same explanation.

3–4. Verify facts and sources

Third, check every material fact against a reliable source. Prioritize names, dates, quantities, prices, eligibility rules, product behavior, legal requirements, medical statements, and safety instructions. If the source is uncertain, state that uncertainty or remove the claim. Do not let confident grammar substitute for evidence.

Fourth, open each citation and verify that it exists, supports the sentence, and is represented fairly. Confirm quotations exactly and preserve source limitations. A real source can still be misquoted or attached to a stronger conclusion than it supports.

5–6. Check meaning and completeness

Fifth, compare the final version with the original notes or instructions. Look for changed subjects, reversed negation, missing conditions, altered numbers, and shifts from possibility to certainty. Humanization and paraphrasing can improve flow while quietly changing scope.

Sixth, look for important omissions. Does the reader need a deadline, exception, next step, risk, contact method, or definition? Generated text often produces a balanced-looking answer that omits the one operational detail needed to act.

7–8. Improve structure and natural voice

Seventh, give each paragraph one job. Use descriptive headings for long content, put related steps in order, and move supporting detail below the main answer. Remove duplicate transitions and summary sentences that add no new information.

Eighth, read the text aloud. Vary sentence length where the rhythm is mechanical, replace vague phrases with concrete nouns and verbs, and remove inflated claims. Natural writing is not slang or randomness; it is language that fits the person, purpose, and context.

9–10. Review grammar, accessibility, and privacy

Ninth, run a targeted grammar check after substantive editing. Correct objective errors first and evaluate style suggestions individually. Check headings, link labels, list structure, contrast, alternative text, and plain language so the page works for more readers and assistive technologies.

Tenth, remove personal or confidential information that is not necessary. Confirm that the organization permits the chosen tool and provider. Do not expose private prompts or drafts in screenshots, analytics events, advertising parameters, URLs, or public examples.

11–12. Confirm policy and take ownership

Eleventh, confirm that the workflow follows applicable school, employer, client, publication, and legal rules. Add disclosure where required. Check copyright and permission for source material, images, testimonials, logos, and data.

Twelfth, have a named person approve the final document. That person should be able to explain the claims, sources, edits, and intended use. Save the reviewed version and, for important work, the source record. Publication is a human decision even when software performed part of the editing.

• Purpose clear and audience identified.
• Facts and sources verified.
• Meaning preserved and omissions fixed.
• Structure, voice, grammar, and accessibility reviewed.
• Privacy, policy, permissions, and final ownership confirmed.

Adapt the checklist to risk

Not every message needs the same review. A casual internal note may need purpose, tone, facts, and privacy checks. A public article adds source, copyright, accessibility, and editorial approval. Legal, medical, financial, employment, education, and safety content should follow an approved specialist workflow with documented sources and a qualified reviewer.

Turn the twelve checks into a template in the system where work is approved. Assign an owner for each high-risk category and record exceptions. A checklist becomes valuable when it changes behavior before publication, not when it is copied into a policy and ignored.

Common warning signs during review

Pause when the text contains a citation nobody can open, a precise statistic without a source, a confident statement outside the writer's expertise, an unexplained change in tone, or a conclusion that does not follow from the evidence. Repeated phrases such as “studies show” and “experts agree” require named support.

Also pause when a revision removes uncertainty, changes a deadline, adds a customer promise, or includes private material that was not necessary. These problems matter more than whether a passage uses varied sentence lengths.