Gen Z Job Seekers Rewrite CVs to Avoid Sounding Like AI

The CV arms race nobody signed up for

Job seekers are caught between two machines: one that polishes their CV and another that screens it.

The Greenhouse survey, drawn from over 1,100 job seekers in the UK and Ireland, found that younger applicants are far more aware of AI screening than those over 60. That awareness has turned into a quiet editing habit: stripping the language that reads as machine-polished before hitting send.

It is a strange loop. Candidates use AI to sharpen their applications, then worry the same AI tells will get them filtered out, either by a detector or by a recruiter who has seen a thousand identical bullet points. Employers, meanwhile, say the polished CVs are hard to tell apart.

"For the first time I can remember, neither side thinks hiring is working," said Sharawn Tipton, Chief People Officer at Greenhouse. "Candidates send applications into a black hole, while employers sift through AI-polished CVs that all look the same."

The 81% number is the real story

Most applicants never reach a human, which makes the AI-sounding worry almost secondary.

The survey reports that 81% of applicants are rejected without speaking to anyone at the company. That figure reframes the debate: the problem is not just that candidates sound like robots, it is that many never get a chance to sound like anything at all.

AI interviews are now part of that funnel. 42% of candidates have sat through one in the past 12 months, and 57% said the format let them demonstrate their skills. The rest were less convinced, which is roughly what you would expect from a process that asks people to perform for software.

Greenhouse's Ophir Samson argues trust has to be built in from the start, meaning applicants should understand how they are being screened before they send a CV. That is a reasonable ask, and also a big one for companies that have spent the last two years automating the front door.

What applicants actually want to show

Almost everyone has something the form cannot hold.

97% of job seekers said they wish they could showcase something that cannot be included in their application. That is close to unanimous, and it points at a format problem rather than a candidate problem. A CV was never a great container for how someone works; it was just the container everyone had.

The survey does not offer a fix, and it would be dishonest to pretend one product solves this. But the direction is clear: hiring teams that give candidates a way to show work, not just describe it, will get a different pool of applicants than the ones still filtering on keywords.

What it means for you

The Greenhouse survey covers the UK and Ireland, so the numbers are most directly relevant to applicants and employers there. The pattern is not limited to that market: AI screening is standard in US and EU hiring too, and the same tension between polished applications and skeptical recruiters applies.

If you are applying in the US, UK or EU, assume your CV will be read by software before a person. The practical takeaway from the survey is not to make your CV more robotic, it is to make it specific enough that a human would notice it.

The survey describes a hiring market where both sides feel the process is broken. Candidates are editing themselves to sound human; employers are drowning in CVs that sound the same. Until companies give applicants a way to show real work, the rewrite will continue.