How to make an AI-written job description sound human

The thing that gives a job description away

The candidate-profile paragraph, which profiles nobody. “We are seeking a dynamic, self-motivated individual who thrives in a fast-paced environment” reads identically across every industry.

It is worth being precise about this, because “sounds like AI” is not one problem. Every kind of writing has its own tell, and for a job description it is the one above. Once you can see it in your own draft you will start catching it before you paste anything anywhere.

Before and after

Written by hand, not generated — a realistic AI-sounding draft and the same thing as a person would write it.

Notice what actually changed: the sentence lengths stopped matching, the stock phrasing went, and the specific detail moved to the front. Nothing was added that a real writer would not have known.

Who reads a job description, and what they notice

Someone deciding whether to spend an hour applying. They want to know what they would actually do on a Tuesday, and whether the salary is stated.

This is the whole reason the rewrite has to change with the text type. The writing that decides whether a stranger gives you twenty minutes. Recruiters read the same stock openers hundreds of times a month, so sounding like everyone else is the expensive mistake here.

How to fix it yourself, without any tool

Worth knowing, because the point is to stop needing a rewriter. Four passes, five minutes:

1. Delete the first sentence. In most AI drafts it is setup. Start at the second sentence and see whether you lost anything — usually you did not.
2. Break the rhythm. Find three sentences of similar length in a row and cut one of them in half. That single change does more than any word swap.
3. Put in one plain word. Formal writing with a single ordinary word in it reads as human; flawless register reads as generated.
4. Add the detail only you have. The number, the name, the thing that happened. This is the part no rewriter can do for you, and it is the part that works.