Publishing raw AI text is a mistake, both for how it reads and for what it carries under the surface. Here is a repeatable routine that gets a draft truly publish-ready.
Pass 1: clean the mechanics
Before editing a single sentence, remove the machine residue:
- Invisible characters. Zero-width spaces, the byte-order mark, and direction marks can break your CMS search, corrupt stored content, and travel into anything readers copy. Strip them.
- Exotic spaces. Normalize non-breaking and other spaces to regular ones.
- Dashes. Replace em dashes (and stray en dashes) with commas or periods.
- Quotes and ellipsis. Straighten smart quotes where needed and fix the ellipsis glyph.
- Spacing. Collapse double spaces and runaway blank lines, and trim trailing whitespace.
Crucially, keep your structure. A structure-aware cleaner like textscrubr does all of the above while leaving headings, lists, blockquotes, and code blocks intact, so you are not rebuilding your formatting afterward.
Pass 2: edit for the reader
Clean text is not finished text. Now do the part a model cannot:
- Voice. Vary sentence length, cut filler, remove stacked transitions.
- Specifics. Add real numbers, examples, and opinions that only you would write.
- Accuracy. Verify every claim. AI drafts confidently state things that are wrong, and publishing those costs you trust.
- Structure for the reader. A strong opening, a clear answer early, and a conclusion that says something.
Pass 3: final clean
Editing reintroduces noise. Word processors and docs auto-insert smart quotes and non-breaking spaces, and pasting between tools brings back invisible characters. Run one final clean pass right before publishing so nothing slipped back in.
Why the order matters
Clean first so you are editing readable text, not fighting odd characters. Edit second because voice and accuracy are the real work. Clean once more at the end because the editing tools themselves add new residue. Skip the final pass and you can publish a perfectly edited post that still carries a zero-width space into your database.
The payoff
Two cleaning passes and one editing pass take only a few minutes and produce text that reads as human, is accurate, and is clean down to the character level, in your CMS, in your database, and for anyone who copies from your page.