AI Wrote Their Resume. Did You Write Your Job Description?

Candidates are using AI to reverse-engineer job descriptions. They paste your posting into ChatGPT, ask it to tailor their resume, and send you back a perfectly mirrored reflection of your own requirements. On paper, they look like an exact match. In reality, you have no idea who you're actually talking to.

The problem isn't that candidates are using AI. That's not going away. The problem is that most job descriptions were already bad before AI made them gameable. A list of requirements, a generic responsibilities section, and a culture paragraph that sounds like every other culture paragraph on the internet.

If your job description can be perfectly mirrored by someone who has never done the work, it wasn't specific enough to begin with.

What Actually Attracts the Right Candidate

The right candidate isn't looking for a list of requirements to check off. They're looking for a situation they recognize. A problem set that sounds familiar. A company at a stage that matches where they want to be.

When they read your posting, you want them to think "that's exactly where I am" not "I can probably make my resume fit that."

The difference is specificity. Not "manage customer relationships" but "you'll inherit 40 accounts in various stages of onboarding and need to build the system that makes that scalable before we close our next 20." Not "work cross-functionally" but "you'll be the person translating customer churn signals into language that actually moves the product roadmap."

Real situations are hard to mirror because they require context the candidate either has or doesn't.

What to Do Instead

Reframe the posting around three things: the situation the person is walking into, the problems they'll own in the first 90 days, and what success actually looks like at 6 and 12 months. Then describe the kind of person who thrives in that environment, not a list of tools they've used.

If you do that well, two things happen. Candidates who have been in that situation self-select in because they recognize it. Candidates who are gaming the system self-select out because there's nothing generic left to mirror.

The right job description isn't a requirements checklist. It's a story about a real problem that needs a specific kind of person. Write that, and you won't need to wonder who's real in your pipeline.