Measured comparisons

Do AI humanizers work? Our before-and-after tests

We ran the same AI paragraphs through a popular AI humanizer and through neepora, then checked both with an AI detector and read them line by line.

History essayKey facts in bold
Original (AI)

Rome, a city of over a million inhabitants by the first century BCE, was utterly dependent on imported grain to feed its populace, particularly the vast numbers of urban poor.

Another AI humanizerMeaning changed

Rome, the city of over a million people at the time, relied totally on imported grain for its sustenance, especially that of millions of poor citizens.

Date deleted. A city of one million now has millions of poor citizens.

neeporaMeaning kept

Indeed, in the first century BC, Rome had over one million inhabitants, and it was almost entirely dependent on the import of grain to feed its urban poor.

Date, population and urban poor all kept.

Thank-you email after an interviewKey facts in bold
Original (AI)

Thank you again for your time and consideration. I look forward to hearing from you regarding the next steps in the hiring process.

Another AI humanizerMeaning changed

[closing deleted]

Both closing sentences deleted. The email just stops.

neeporaMeaning kept

Thanks again! Hope to hear from you soon!

The thanks and the hope to hear back are both kept.

Other humanizers usually get past AI detectors too. The difference is whether the text still says what you wrote.

The short answer

Mostly yes, if the only question is the score. Most AI humanizers can move a detector result. The harder question is what happened to the text on the way.

In the examples above, both versions read as human to the detector. Only one of them still has the date, the right population and the closing line of the email.

How we test

Fact check of one history paragraph: another humanizer deleted the date and turned urban poor into millions of poor citizens, while neepora kept the population, the date and the urban poor.
What we check in every test: do the facts in the original survive the rewrite?

The same check each time, and you can repeat it with any tool.

  1. 1Take a paragraph of unedited AI text and mark the facts in it: dates, numbers, names, what is being claimed.
  2. 2Run the same paragraph through each humanizer with default settings.
  3. 3Score every result with an AI detector.
  4. 4Read each result against the original, line by line, and tick off the marked facts.
  5. 5Note anything added, dropped or changed, and anything a reader would trip over.

What goes wrong with AI humanizers

Four failures checked in every test: facts change, content disappears, errors are planted, and hidden characters are inserted.
What we look for when we read each result line by line.

Facts change

"Over a million inhabitants" becomes "millions of poor citizens". The sentence still sounds fine. It is just no longer true.

Content disappears

Whole sentences are cut to make the text less regular. In the email above, the closing was deleted.

Errors are planted

Deliberate typos and odd word choices can lower a score. They also make you look careless.

Hidden characters

Invisible characters and look-alike letters fool some detectors until the next update, and break when the text is copied.

What no AI humanizer can do

It cannot guarantee a result on every detector. Detectors are built differently, change often and disagree with each other, so a promise of 100% is a red flag.

It cannot check your facts for you or decide what you are allowed to submit. Read the result before you use it, and see our responsible use page for where a humanizer fits and where it does not.

Questions people ask

Do AI humanizers really work?

They can change how a text scores on an AI detector. Whether they work for you depends on whether the rewrite still says what your draft said, which is why we compare the text and not only the score.

What is the best AI humanizer?

We make one, so do not take our word for it. Run the same paragraph through each tool you are considering, then compare the facts line by line using the steps above.

Which detector did you use for these tests?

The neepora AI detector, which is free to use. You can paste any of the examples into it yourself.

Can I test neepora on my own text?

Yes. Sign up free and you get 5,000 words. Changed sentences are underlined so you can compare the result with your draft.

Try the same test on your own text

5,000 free words on sign-up. The score is shown with every result.

Open the AI humanizer