What is a good step-by-step workflow for editing AI-assisted writing?

Why order matters

Most people start by changing words, because that is the easiest edit. It is also the least valuable one when the paragraph does not belong. Purdue OWL's revising guidance splits the work into two stages, reorganising first and polishing second, and suggests putting the draft aside at least twice, once in each stage (Purdue OWL, Steps for Revising Your Paper). An AI draft needs the same treatment, with one extra pass for accuracy.

The seven passes

Pass	Question to ask	Time guide
1. Purpose	What is the one point, and who is it for?	Short
2. Structure	Does each section earn its place?	Medium
3. Evidence	Is every claim supported, and did I check it?	Longest
4. Sentences	Which lines are vague, wordy or flat?	Medium
5. Voice	Does it sound like me?	Short
6. Mechanics	Grammar, spelling, formatting, citations	Short
7. Read aloud	Where do I stumble?	Short

Pass 1 and 2: purpose and structure

Write the main point in one sentence without looking at the draft. Purdue OWL asks you to imagine the paper belongs to someone else and check whether it has a clear point. If your sentence does not match the draft, the draft is wrong, not you. Cut any paragraph that does not support the point. Models love to add sections for completeness.

Pass 3: evidence

This is the pass people skip. Open the sources yourself. Confirm every name, date, figure and quotation exists and says what the draft says. Delete anything you cannot verify. If a citation was supplied by the tool, search for it before you keep it. A fluent paragraph is not a checked paragraph.

Pass 4: sentences

This is where the visible "AI feel" is removed. Look for passive voice, hidden verbs and filler. Digital.gov's plain-language guide gives this pair: "We analyze data" instead of "We conduct an analysis of the data" (Digital.gov, Writing for understanding).

Before:

A review of the available data was conducted by the team in order to facilitate an understanding of customer churn.

After:

The team reviewed the data to understand why customers left.

Our threads on editing an AI draft and robotic patterns give more sentence-level cases.

Pass 5 and 6: voice and mechanics

Compare the draft with your own habits, as described in matching your writing voice. Then run the spellcheck and a grammar tool, and fix formatting and citations to the style your school or employer requires. Tools make suggestions, and you decide.

Pass 7: read aloud

Purdue OWL's proofreading advice lists reading aloud, reading from the end, and using search to find your usual errors. Reading aloud catches awkward transitions that silent reading misses.

Keep a record

Save the original prompt, the raw output and your edited version, with a note of the date and tool. If a policy requires you to state AI use, that record makes the statement accurate. Requirements differ by school, journal, employer and country, so check them before you submit.

How long it takes

Budget more time than you expect. A short email might need two passes and ten minutes. A long report usually needs every pass, spread over two sittings, because fresh eyes catch the repetition and the stock transitions that a tired reader skims past. If you are short on time, keep the fact check and the read-aloud pass and drop the rest: wrong facts and clumsy rhythm are what readers notice first.