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How to use AI to apply for jobs without sounding generic

Direct answer

Use AI to understand the job ad, to organise your own notes and to check your draft against the ad. Do not ask it to write the whole CV or cover letter from nothing. EURES says a fully AI-generated cover letter is strikingly obvious to an employer, and every claim in your application has to be true when you are asked about it.

CVTailor team Published 5 min read

AI can help you read a job ad and organise your notes. A letter or CV written entirely by a tool is the part employers notice, and the facts in it still have to be yours.

In this article

AI tools are good at some parts of a job application and poor at others. This post covers what public guidance and regulators say, not a ranking of tools, and we found no study that proves any approach gets you hired.

Nothing here is legal advice. Rules on AI in hiring differ by country.

Can I use AI to write my CV and cover letter?

Yes, but use it for parts of the work, not the whole document. EURES, the EU job mobility portal, advises against feeding your CV into a tool and asking it to write the cover letter. It says a fully AI-generated letter will be strikingly obvious to a potential employer.

The same page names uses it does recommend: AI can help you understand the job description and organise your own notes into a structure. That fits a CV as well: the facts come from you, and the tool helps with order and wording.

What is AI actually good for in a job application?

Reading the job ad and comparing it with what you have written. Ask the tool which requirements in the ad your CV does not mention, then decide for yourself whether you have that experience. If you do, say so in your own terms. If you do not, leave it out.

A guide on how to tailor your CV to a job description covers that comparison step by step. A tool can speed up the reading, but the choice of what to include stays with you.

Why do AI-written applications sound generic?

A tool given only your CV and the ad has nothing specific to say about why you want this job. The result reads like many other letters. A director of a Dutch civil service traineeship told NOS in December 2025 that after reading 177 application letters he found them much more alike than before, and he suspected AI played a part. That is one person's observation, not a measured trend.

EURES gives the practical fix: research the organisation, say how your profile fits the role, keep to three or four paragraphs and avoid buzzwords. A line only you could write, such as why this employer or what you did in a past project, does more than polish. Our guide on writing a cover letter covers what to include.

Can I let AI add skills I do not have?

No. A tool that sees a requirement in the ad may produce a sentence that claims it, whether or not it is true. You are the one asked about it in the interview. Check every line against what you did, and delete what you cannot explain in your own words.

Will an AI tool on the employer's side reject my application?

It can happen; employers use such tools in hiring. Annex III of the EU AI Act lists AI systems for recruitment or selection as high risk, including systems that analyse and filter applications and evaluate candidates. We found no source that says how many applications such tools reject.

The UK ICO audited AI recruitment tools and reported in November 2024 that some let recruiters filter out candidates by protected characteristics, and some collected more personal data than needed. These findings concern the employer's tools, not yours. In practice, a CV that a person or a parser can read easily helps in either case, which our guide on an ATS-friendly CV explains.

What should I do before sending an AI-assisted application?

  1. Write or collect your own facts first: roles, dates, results you can explain.
  2. Use AI to compare them with the job ad and to point out gaps and unclear sentences.
  3. Rewrite anything that sounds like it could be about anyone.
  4. Check every claim, date and number against your own records.
  5. Read the job ad and application form for any rule on AI. We found no general rule, but some employers state their own.
  6. Do not paste data you would not give a stranger.

Want AI to work from your own CV?

CVTailor works from the experience in your CV and adds none you lack. It compares the CV with the job ad and shows the missing keywords. You can edit everything before downloading.

Build my CV

Frequently asked questions

Should I tell an employer that I used AI?

We found no source that requires it. Some employers state their own rules in the job ad, so read the ad and the application form first. Whatever you used, you are the one who answers for what the document says.

Can I paste my CV and a job ad into ChatGPT?

Yes, as a way to compare them. Leave out data you would not give a stranger, such as an ID number, and read the output before you use any of it.

Will an employer's AI tool reject my application?

Tools that screen or rank applicants are used in hiring, and EU law lists them as high risk. We found no source that says how often they reject applications, so we give no figure.

Is AI-assisted interview practice a fair use?

A UWV application trainer quoted by NOS in December 2025 named practising interviews with a chatbot as useful. It changes nothing in the application itself.

Sources

  1. EURES, the EU job mobility portal, says a fully AI-generated cover letter will be strikingly obvious to a potential employer. It advises against feeding your CV into a tool and asking for the letter. It says AI can help you understand the job description and organise your notes, and recommends three or four paragraphs, tailored to each role. EURES
  2. The UK Information Commissioner's Office reports on its audit of AI recruitment tools (published November 2024). It says some tools let recruiters filter out candidates by protected characteristics, some collected more personal data than needed and kept it, and it made almost 300 recommendations that the audited companies accepted or partly accepted. The page covers recruiters' tools, not candidates' own use of AI. ICO
  3. Annex III of the EU AI Act lists high-risk AI systems. Point 4 covers employment and includes systems used for the recruitment or selection of people, such as analysing and filtering job applications and evaluating candidates. EU AI Act, Annex III
  4. NOS (8 December 2025) quotes a Dutch civil service traineeship director who read 177 application letters and found they had become much more alike, and a UWV application trainer who advises writing your own CV and letter and asking AI to compare them with the vacancy. This is the experience of named individuals, not a survey. NOS