Generating a first draft with AI does not finish an editor’s work. It creates material to assess. What the text claims, which statements have a source and which ideas are presented as a brand’s own position still require separate decisions.

Identify the kind of text

A product description, an opinion piece and a project summary need different checks. A product description must reflect accurate features. A project summary must represent the actual role and contribution. An opinion piece needs a reasoned argument. Fluent paragraphs do not demonstrate that any of these requirements have been met.

Separate the claims

Mark information that can be checked: names, dates, numbers, titles, quotations and results. Do not retain an unsupported statement merely because it sounds plausible. Outcome language such as “improved performance” needs evidence too.

Keep proposals distinct from facts. “This could be tested” is a working suggestion. “This always works” makes a much stronger claim.

Add an editorial decision

Improving a draft involves more than replacing words. Remove unnecessary sections, clarify the central question and give the reader a concrete way to assess it. If the same piece could describe any brand, its specific context may still be missing.

The final test is whether the text is accurate, meaningful and something the publisher can stand behind. The production tool may change; responsibility for publication remains an editorial decision.

Keep publication responsibility with the editor

I treat an AI-assisted draft as material for thinking. A tool can suggest a structure or alternative phrasing, but the editorial process still owns the publication decision. Fluency and confidence cannot substitute for verification.

Biography and project writing need particular attention to invented completeness. A missing date, responsibility or achievement should not be added merely to make the story feel finished. Writing an experience that did not happen in the first person is a factual problem, not a voice adjustment.

A draft review matrix

Element Editorial action
Fact or number Verify against a primary source
Method suggestion Explain conditions and limitations
Example Make its hypothetical status clear
Quotation Check origin and accurate wording
Personal experience Match it to a real account or approved record

Add usefulness rather than repetition

I ask which new decision the reader can make after reading. If a definition is insufficient, a comparison or a practical worksheet may help. Repeating the same suggestion in different words simply to lengthen the piece does not.

An opinion also needs a reason. Explain the problem it addresses or the conditions in which it may help. A personal editorial voice can come from that reasoning without inventing a past anecdote.

Explain the process where it matters

When production methods affect how readers assess the work, the scope of AI assistance can be described clearly. Keep source checks, the nature of examples and editorial responsibility visible. Transparency should help explain how the writing became dependable rather than merely add a label.

The final review asks whether accurate information and a useful explanation work together. A tool that accelerates drafting does not remove the need for that decision.