How to Remove AI-Sounding Writing Before You Publish

Readers have gotten good at spotting AI-written copy, and the tells are less about facts than about texture: the symmetrical paragraph lengths, the throat-clearing openers, the sentence that says nothing while sounding confident. If you draft with AI — which is now just how a lot of writing gets made — the editing pass matters more than the drafting pass. This post is a checklist for that pass, built around two skills that divide the work: copy-humanize for rhythm and specificity, copy-brand-voice for tone per channel. Run them in that order; reversing it polishes a voice that still sounds generic.

The humanize pass

copy-humanize attacks the specific mechanics of machine-sounding prose: cliché openers, monotonous sentence rhythm, and the total absence of concrete experience. Work through the draft in that order.

Delete the cliché opener. AI drafts love a warm-up sentence: "In today's fast-paced world…", "In the ever-evolving landscape of…", "Let's dive in." These sentences carry zero information and cost the reader's trust in the first three seconds. Delete the opener and start at the first sentence that says something. In practice, that's usually paragraph two.

Break the rhythm. Machine drafts default to sentences of similar length and identical structure — subject, verb, object, repeat. Read the draft aloud (this is not a metaphor; actually aloud) and mark where your breath runs out or where you start skimming. Those spots need a short sentence. Or a fragment, once or twice, where the rhythm has gotten hypnotic. Human writing breathes because humans breathe.

Inject concrete experience. This is the hardest step and the one that matters most. Generic claims ("teams report faster cycles") need replacement with specifics you actually know: the tool name, the number of days, the thing that broke. If you have no specifics, cut the claim rather than softening it — "faster cycles" is the kind of sentence nobody would write who had ever measured anything.

Hedge honestly, not decoratively. AI hedges everywhere ("arguably," "in many cases") as a tone-setting filler. Humans hedge once, precisely, where uncertainty is real. Sweep the decorative hedges; keep the load-bearing ones.

The brand-voice pass

Once the copy sounds human, copy-brand-voice checks that it sounds like you — per channel, not overall. The skill works from voice guidelines and does tone-by-channel adaptation with before/after rewrites, which matters because the same message legitimately reads differently in a newsletter, a landing page, and a changelog.

Run three checks. First, vocabulary: does the draft use your words or the internet's words? Every brand has a handful of terms it owns and a handful it refuses ("leverage," "seamless," "game-changer" are commonly refused). Second, posture: is the copy's confidence level right for the channel — a changelog can be blunt where a homepage should be careful. Third, the swap test: replace your brand name with a competitor's in the draft. If nothing feels off, the copy has no identity yet, and no amount of humanizing fixes that.

The pre-publish checklist

Compress the two passes into a two-minute final scan:

• First sentence contains information, not vibes.
• No three consecutive sentences of similar length.
• Every claim is either specific or deleted.
• Decorative hedges removed; real uncertainty kept.
• Vocabulary passes the brand-swap test.
• Tone matches the specific channel, not "professional" in general.

The honest caveats

Two limits are worth stating plainly. De-AI-ing improves texture; it cannot supply experience you don't have — a humanized draft built on hollow claims is still hollow, just smoother. And detection tools are unreliable in both directions, so "the detector said human" is not a quality signal; your own ear on the aloud read is better. If your prompting upstream tends to produce generic drafts in the first place, our prompting-tips guide helps more than any editing pass. And the marketers' tooling guide covers the surrounding workflow.

The meshcode angle

meshcode is a native macOS and Windows app with a multi-pane agent workspace built for exactly this two-pass flow: draft in one pane, humanize in a second, run the brand-voice check in a third, and compare versions side by side instead of squinting through edit history. It drives your existing Claude Code or Codex subscription or metered pay-as-you-go credits, and your skills carry over unchanged. Run your next post through both passes once — you will start catching the tells during drafting, which is the real win.

Add the copy-humanize skill in the app

👉 Download meshcode — Mac, Windows