The New Normal: AI-Written CVs and Cover Letters
It’s no secret that job seekers now have easy access to tools that can instantly rewrite job histories, refine personal statements, and even create entire covering letters at the click of a button. Many candidates are using AI for the first time to “polish” their applications. Others lean on it heavily, submitting documents that bear little resemblance to their own writing style or actual capability.
AI can help candidates articulate their experience more clearly, which is a positive step when used well. But the challenge emerges when applications lose their individuality. When 200 CVs all share the same tone, rhythm, and sentence structure, spotting genuine potential becomes more difficult than ever.
What Hiring Managers Are Now Facing
For industrial businesses where HR capability can materially impact operational stability, engagement, and retention this shift matters.
Hiring managers increasingly tell me:
- “Everyone sounds identical.”
AI tends to produce the same “professional but generic” phrasing. If you’ve read enough CVs, it becomes obvious. - “I can’t tell who actually wrote this.”
Was the candidate responsible for that well‑crafted statement about strategic partnering? Or did an algorithm produce it? - “The interview doesn’t match the CV.”
A beautifully written application may create expectations that the candidate can’t sustain in conversation.
These issues cost time and in industrial settings, time is often the one thing you don’t have. Mis-hires are expensive, disruptions to HR capability ripple quickly, and the pressure to get it right first time is high.
The Subtle Signs of an AI‑Generated Application
While hiring managers might not always spot them immediately, recruiters who review large volumes of CVs develop a sense for AI‑influenced language. Common giveaways include:
- Overuse of phrases like “leveraged cross-functional synergies,” “drove organisational optimisation,” or “utilised strategic frameworks” – terms rarely used by HR professionals in industrial environments.
- Sentences that are overly long, perfectly structured, and lack personal nuance.
- Covering letters that perfectly address the person specification almost word for word
- Repetition of the same three-sentence rhythm throughout a CV.
- Cover letters that read more like a textbook than a human being.
It’s not about catching candidates out. Many are simply trying to present themselves well. The problem is that this “polish” often makes them blend into the crowd rather than stand out.
Where Agencies Add Real Value: Bringing Candidates Back to Life
This is where working with an agency can truly makes the difference.
As a recruiter immersed in this market, my job is to go beyond the written document. I speak to candidates, probe into their experience, understand what they actually delivered, and sense-check how they communicate. This means:
- I can tell who genuinely wrote their application and who had help.
- I can assess whether the capability described is real, tested, and relevant to industrial environments.
- I help hiring managers separate AI polish from human substance.
When your inbox is full of applications that look and sound the same, a recruiter can provide the filter that technology can’t. We bring the nuance back into the process, the story behind the CV, the motivation behind the move, the personality behind the bullet points.
For Candidates: The Hidden Pitfalls of Letting AI Take Over
If you’re a candidate using AI for your CV or covering letter, here’s the reality: we can tell. Not because we’re looking to catch you out, but because patterns emerge when you read hundreds of applications every month.
The biggest pitfalls include:
- Losing your authentic voice.
Hiring managers want to get a feel for who you are. AI can smooth that out until nothing personal remains. - Creating expectations you can’t match.
If your CV reads like a senior HR Business Partner but you’ve only supported one site, the disconnect will show. - Sounding overly generic.
Industrial companies value practicality and clarity. AI often leans toward corporate jargon that doesn’t reflect the realities of the sector.
This is why consulting with an agency can help. We work with you to keep your application human, grounded, and true to your own style while still showcasing your strengths.
In an AI World, Human Judgment Becomes Even More Critical
AI isn’t going anywhere. It will continue to shape how candidates apply and how HR teams operate. But for industrial businesses, where the cost of a mis-hire is high, human insight remains invaluable.
Whether you’re a hiring manager trying to navigate a sea of similar-sounding CVs or a candidate looking to present yourself more effectively, partnering with a specialist agency can cut through the noise. We bring candidates back to life, restore authenticity to the process, and make sure the person behind the CV is the one you’re actually hiring.
Jake Lewis heads up the Industrial Practice at HR Heads, bringing over 14 years of multi-sector experience across permanent recruitment, executive search, and in-house talent acquisition.
