How to tailor your CV with AI without making things up
86% of hiring managers say AI makes it too easy to exaggerate on a CV. Tailoring still doubles your interview rate. Five rules to get the benefit without the risk.
6 min read · 3 sources
Short answer
Use AI to reorder your CV and reword what it already proves in the posting's language, never to add skills, titles or numbers you can't defend. 86% of US hiring managers say AI makes CV exaggeration too easy, while a tailored CV still gets about twice the interview rate of an untailored one (4.23% vs 2.07% in Huntr's Q1 2026 data). Read every change before you send it.
- 86% of hiring managers say AI makes it too easy to exaggerate on a CV.
- 80% of hiring managers see CVs that don't match real skills; only 22% of job seekers admit it.
- Tailoring still works: 4.23% interview rate vs 2.07% untailored.
- Change the order and the words, never the facts.
Ask an AI tool to "tailor my CV to this job" and it will. It will also, quite often, give you a skill you never listed, a metric you never measured, and a title one step above the one you had. Threads on Reddit about AI resume builders keep landing on the same complaint: the result reads well and isn't quite true.
That is a problem, because hiring managers have noticed.
What hiring managers see
In a February 2026 Harris Poll for Express Employment Professionals, 86% of US hiring managers said AI makes it too easy to put misleading information on a CV. And there is a wide gap between what employers report and what candidates admit.
CVs that don't match real skills: what each side says
- Hiring managers who see it at least sometimes
- 80%
- Job seekers who admit listing skills they lack
- 22%
A 58-point gap between what employers see and what candidates admit.
A third of hiring managers (34%) said the mismatch happens "all the time or often." The examples in the release are the kind you can't talk your way out of: a candidate who claimed "exceptional" negotiation skills and folded in a role-play, a hire who claimed point-of-sale experience and was let go the same day.
The interview is where an inflated CV gets checked. Every line you can't explain costs you more than it earned on paper.
Tailoring still works. Inventing doesn't.
None of this means you should send the same CV everywhere. In Huntr's Q1 2026 data, applications with a tailored CV got interviews at about twice the rate of untailored ones.
Interview rate per application
- Tailored CV
- 4.23%
- Same CV everywhere
- 2.07%
About 2× the interview rate.
The difference is what tailoring means. Good tailoring changes the order and the words. It never changes the facts.
Five rules for tailoring with AI
- Give it the posting and your real CV, nothing else. Don't ask it to "make me a strong candidate." Ask it to match what you've done to what the posting asks for.
- Reword only what your CV already proves. "Did user testing" can become "ran usability tests with customers" if that's what happened. It can't become "led the research practice."
- Use the posting's words where they fit. If the posting says "stakeholder management" and you ran weekly reviews with the sales team, say it in their words.
- Keep every number one you could defend. If you can't say where a percentage came from in an interview, cut it.
- Read every change before you send it. Line by line, against the original. This is where most invented details slip through.
What a good change looks like
Here is a tailored CV for a Product Designer posting that asks for usability testing, shown the way Jobenu shows it: every reworded line as a word diff, with the reason, and the one suggestion that was left out because the CV couldn't back it up.
What changed 2
- Product Designer at Kite · For the posting: run usability testsUndo
Worked onRedesigned the onboarding flow anddid user testingran usability tests with customers. - Summary · Plain wordingUndo
Passionate, results-driven designer leveraging data to craft delightful experiences.Product designer who uses research and product data to design B2B tools.
The left-out line is the important one. A generic AI rewrite would have added it, because the posting mentions mobile. It would read fine, right up until the interviewer asks about it.
What to do this week
- Take the last CV you tailored with AI and read it next to your original. Underline anything you couldn't explain in an interview.
- Remove those lines, or rewrite them to what actually happened.
- For the next posting, rewrite only your summary and the top three bullets, in the posting's words.
Your CV, reworded. Never made up.
Jobenu reorders your CV for each posting and rewords only what your experience already proves. Every change is shown word for word, with the reason and an undo.
Try Jobenu freeFree during early access · Works with Chrome and Firefox
What changed
- Product Designer at Kite · For the posting: run usability tests
UndoWorked onRedesigned the onboarding flow anddid user testingran usability tests with customers. - Summary · Plain wording
UndoPassionate, results-driven designer leveraging data to craft delightful experiences.Product designer who uses research and product data to design B2B tools.
Questions people ask
- Is it okay to use AI to write my CV?
- Yes, for wording and ordering. Give it your real CV and the posting, and check every change. Don't let it add skills, titles or metrics you can't explain in an interview.
- Can recruiters tell if a CV was written by AI?
- Often they notice generic phrasing and claims that don't hold up in interviews. In a 2026 Harris Poll, 80% of hiring managers said CVs don't match candidates' real skills at least sometimes.
- Does tailoring a CV for each job make a difference?
- Yes. In Huntr's Q1 2026 data on nearly 140,000 applications, tailored CVs got interviews at 4.23% versus 2.07% for untailored ones.
- What should I change when tailoring a CV?
- Your summary, the order of your experience, and the wording of your most relevant bullets so they match the posting's language. Leave out anything your experience doesn't support.