The useful version of this work lives between strategy and sentence. The notes below are written for anyone who wants a repeatable process without treating editorial judgment as a bottleneck to remove.
Talk through your current workflowTreat review as a job, not a rubber stamp
Human review is most useful when the reviewer knows what they are responsible for. “Take a look” invites a vague skim; a short rubric makes the work visible and helps the team decide when a draft is ready for another pass or ready to ship.
The review does not need to make every sentence sound like it came from one person. It does need to protect the reader from unsupported certainty, confusing structure, accidental claims, and a voice that the team would not stand behind.
- The strategist checks the promise and search intent.
- The subject owner checks claims, examples, and useful nuance.
- The editor checks structure, voice, clarity, and the final call.
Use four focused passes
A focused review is easier to complete than an amorphous “quality check.” The passes can happen in one sitting or be split between people, but the order matters: confirm the reason for the piece before polishing the words.
1. Claim and source pass
Find unsupported facts, overconfident language, stale references, and examples that need a source or qualification.
2. Reader and structure pass
Check that the opening meets the reader, sections build in a useful order, and the conclusion earns the promise.
3. Voice and usefulness pass
Remove generic filler, preserve the team’s point of view, and make the next action or insight easy to find.
4. Visual and accessibility pass
Confirm every visual has a job, captions make sense, and alt-text considerations travel with the approved draft.
A compact review rubric
Use the questions below as a release conversation. They are intentionally concrete: each answer should point to an edit, an accepted risk, or a clear yes.
True: Can we support the important claims?
Sources, examples, qualifications, or an explicit decision to remove the claim.
Useful: Does the article help this reader do or understand something?
A clear promise, practical detail, and no sections that exist only to add length.
Ours: Would the team stand behind the point of view?
Specific language, honest limits, and examples that sound like lived expertise.
Ready: Can we approve this version for its publishing context?
Resolved comments, checked links, considered visuals, and a named final decision.
Make approval visible
The release gate is the moment a draft becomes publishable. Keep the approved version, the reviewer’s notes, and the remaining known limitations together so the team does not have to reconstruct why a piece shipped.
A visible gate also protects the editor’s no. If the claims are not ready, the angle has drifted, or the piece is not useful enough yet, stopping the run is part of a healthy workflow—not a failure of speed.
Common questions
Does every AI-assisted article need the same level of review?
No. Review depth should match the stakes, the subject, and the claims. A lightweight voice pass may be enough for a low-risk draft; factual or specialized work deserves closer source and subject review.
Who should approve an article?
The person or role accountable for the article’s truth, usefulness, and publishing context. That may be an editor, subject owner, or a shared decision between them.