Humanize AI text, without pretending to beat a detector

What we will and will not promise

Most humanizers sell a number: paste your text, get a percentage on somebody else’s detector. We will not, and the reason is not modesty. Nobody outside those companies knows how their classifiers weight anything, they change without notice, and a tool promising a specific score is guessing with your work.

What we can say is what we actually do. We remove the things those classifiers measure: over-indexed vocabulary, uniform sentence length, formulaic openers and closers, the formatting habits of unedited output. Detector scores usually move as a result, because the underlying habits are gone. That is a consequence, not a guarantee.

The difference matters most when it fails. A tool that promised you a score and did not deliver has broken its only promise. A tool that promised to make your draft read like a person can be judged by reading it, which is a test you can run yourself in about thirty seconds.