AI Guides › Creative & Design
The Honest Case For Editing AI Output Harder Than You Edit Your Own
By Nigel Guy · 2 min read
People routinely give an AI draft a lighter edit than they'd give their own
first draft — a skim, a few word swaps, maybe a fact-check if something looks
obviously off. It feels reasonable, because the draft already reads fluent
and finished. That fluency is exactly the problem: your own rough draft
looks rough, so you know to dig in, while an AI draft looks polished at
every layer, including the layers that are wrong.
The rule: AI output needs a harder edit than your own drafts, not a
lighter one, because polish and correctness are unrelated in a model's
output in a way they usually aren't in your own.
Why the instinct runs backwards
Your own first draft signals its weak points — a clumsy sentence, an
unfinished thought, a paragraph you know you rushed. An AI draft doesn't
carry those signals. A confidently wrong claim, an invented detail, a
generic argument standing in for a real one — all rendered in the same
even, competent prose as everything else. Nothing in the surface tells you
where to look, which is precisely why you have to look everywhere.
The mechanism: the three-pass edit
- Substance pass, no editing yet. Read the whole thing once purely to
ask: is this actually true, does this actually argue anything, does this
actually reflect the brief — or is it fluent filler standing where
substance should be?
- Verification pass. Check every specific claim, name, number, or
quote against a real source. Treat each one as unverified until you've
checked it yourself — fluent phrasing is not evidence.
- Voice pass. Compare it against something you know you wrote
yourself. If it sounds like nobody in particular, it needs rewriting,
not light touch-ups — see the companion guide on AI writing tells for
the specific patterns to search for.
- Ownership pass. Ask whether you could defend every sentence in front
of the person it's for. If there's a sentence you couldn't explain or
stand behind, cut or rewrite it before it goes out.
What to skip
Skip treating a confident tone as a proxy for correctness — it isn't one,
and it's the single most misleading signal an AI draft gives you. And skip
applying this much scrutiny to genuinely low-stakes, throwaway drafts —
matching your editing effort to what's actually going out under your name
is the point, not editing everything maximally regardless of stakes.
Guardrails
- This doesn't replace fact-checking or legal review on anything that
needs it — verification here means your own diligence, not a
substitute for expert sign-off where one is required.
- No editing process guarantees you'll catch every error; it lowers the
odds, it doesn't zero them out.
- If you don't have the expertise to judge whether a claim in the draft is
actually right, editing harder won't manufacture that expertise — get a
second, qualified look instead of editing your way past it.
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