Editing Rather Than Generating

Most people use these tools to produce text. The more valuable use for anyone who writes regularly is to get a second reading of text you produced.

The output is your writing, improved, rather than generated text you then have to make sound like you.

Why the default response is useless

Ask a model to review your writing and it will praise it, offer three mild suggestions, and conclude that it is strong overall. This is a consequence of how these systems are tuned — they are trained toward responses people rate highly, and people rate agreement highly.

You have to ask for criticism specifically and structurally, or you get reassurance.

Prompts that produce something useful

"What is unclear on a first read?" Not what is wrong — what a reader would have to re-read. This finds genuine problems.

"Where does the argument have a gap?" Directs attention to logic rather than prose.

"What would a hostile reader attack?" Consistently the most productive single question. It gets past the tuning toward agreement.

"What did I assume the reader already knows?" Finds the unexplained jargon and missing context that authors are blind to.

"Which paragraph could be cut without losing anything?" Forces a ranking rather than a list of suggestions.

"Summarise my argument in three sentences." If the summary is wrong, the piece is unclear. This is diagnostic rather than advisory and it is the fastest check available.

"What is the strongest counter-argument, and do I address it?"

"Where am I hedging?" Finds the places you avoided committing.

"Cut this by 30 percent without losing content." Then take what you like. Even where you reject the result, seeing what a compression removes shows you which parts were carrying weight.

What to accept and what to reject

Accept: structural suggestions, identification of unclear passages, cuts, spotting a missing counter-argument, catching an unsupported claim.

Be careful with: rewrites of individual sentences. These flatten voice. A model's rewrite is usually more conventional and less distinctive than what you wrote.

Reject: suggestions that add hedging, transitions, or a summary paragraph. These are the tendencies described elsewhere on this site and accepting them makes writing more generic.

Never accept a factual correction without checking it. Models confidently correct things that were right.

The workflow

Write your draft without the model. The thinking happens here, and outsourcing it produces writing with nothing in it.

Ask the diagnostic questions. Unclear, gaps, hostile reader, three-sentence summary.

Fix the problems yourself. Do not ask for a revised version. Fix them, because the fixing is where you decide what you actually meant.

Then ask for a line edit if you want one, and take it selectively.

Read it aloud at the end. This catches what neither of you noticed.

For non-native writers

This is the use case where these tools deliver the most, and it deserves saying directly.

Ask for correction, not rewriting. "Fix grammar and idiom, keep my sentence structure and word choices" preserves your voice. "Improve this" replaces it with generic fluent English.

Ask what sounds unnatural rather than what is wrong. Grammatically correct writing can still read oddly, and this is the harder thing to fix alone.

Ask for explanation. "Why is this wrong" teaches you something the correction alone does not.

Be aware of the register drift. Models tend toward a formal, neutral register. If you were writing conversationally, say so, or the edit will smooth it away.

The habit worth building

Use it on things you have already written, not instead of writing.

Over a few months this makes you better, because you see the same problems flagged repeatedly and eventually stop making them. Generating text does the opposite: you get faster output and learn nothing.

For anyone who writes as part of their work, that difference compounds.

A short critique routine

Four prompts, in order, that take ten minutes and catch most of what an editor would.

"Summarise my argument in three sentences." If the summary is wrong, stop and fix the structure before anything else. This is diagnostic and it is the fastest signal available.

"What would a hostile reader attack first?" Produces the objection you should have addressed.

"Which two paragraphs could be cut?" Forces ranking rather than a list of gentle suggestions.

"What did I assume the reader knows?" Finds the unexplained term and the missing context.

Fix each yourself rather than asking for a revision. The fixing is where you work out what you actually meant, and accepting a rewrite skips it.