Humanizing AI text does not mean tricking a detector. It means taking a draft that reads like every other model’s output and making it read like you: same facts, your voice, no wasted reader time. Here is the workflow that survives measurement.
Treat the output as a draft, never a deliverable. The single habit that separates AI-assisted writing from slop is a second pass with your own judgment in it.
Verify the facts survived. Fluent rewrites drop names, numbers, quotes, and links quietly. Check every one against your source material before anything else, because a beautiful draft with a broken number is worse than an ugly accurate one.
Read it aloud once. Your ear catches what your eye forgives: the even sentence pulse, the word that repeats twice in a breath, the transition no person would say. Human writing scatters short sentences next to long ones. Machine writing keeps a metronome.
Cut what anyone could have written. A sentence that would sit unchanged in a competitor’s document persuades no one. What remains after that cut is the part only you could have written, which is the part readers came for.
Measure before you send. Feelings lie about writing speed and quality both. A slop score under 25 reads clear; known human writing sits between 9 and 21. In our public 18-draft replay, this workflow took drafts from a mean of 76.3 to 15.4 while keeping every fact intact.
The whole workflow runs as one free, open-source skill in your own agent. Install it once, then ask it to edit your next draft and show the before and after scores. For the research on what unedited AI writing costs, read The Slop Tax.