How to Write a CV and Cover Letter With AI

Hiring managers can spot a generic AI-written CV in seconds. It talks about being “results-driven” and “passionate about excellence” and says nothing about what you actually did. The irony is that AI is very good at the hard parts of job applications: matching your experience to a job ad, tightening weak bullet points and cutting a two-page CV down to what matters.

The trick is to supply the substance yourself and let AI handle the shaping. Here’s how.

Start with raw material, not a blank prompt

Asking “write me a CV for a marketing job” forces the AI to invent things. Instead, give it the facts first. Open a document and dump everything, without worrying about wording:

• every job, with dates and your main responsibilities
• things you improved, fixed, launched or saved, with numbers where you have them
• tools, software and languages you use
• training, certificates and education
• feedback you’ve received, awards, or anything you’re proud of

Rough notes are fine. “Took over messy supplier spreadsheet, made it a proper tracker, cut late orders a lot” is better input than any polished sentence the AI could make up.

Tailor to the job ad

Every application should be matched to the role. Paste the job ad and your notes together:

Here is a job ad and my raw career notes.

1. List the 6–8 skills and requirements this employer cares about most,
   in order of importance.
2. For each one, find the strongest evidence in my notes. If my notes
   have no evidence for a requirement, say "gap" instead of inventing one.

Job ad:
[paste]

My notes:
[paste]

The “gap” instruction matters. It stops the AI from claiming you have skills you don’t, and it shows you where to prepare an answer for the interview.

Turn duties into achievements

Weak CV bullets describe duties (“Responsible for social media”). Strong ones describe results (“Grew Instagram followers from 2,000 to 9,500 in a year by switching to short how-to videos”). AI is excellent at this rewrite, provided the facts come from you.

Rewrite these CV bullet points as achievements. Use the format:
action verb + what I did + result. Keep each under 25 words.
Only use facts and numbers that appear in my text. If a bullet has no
result, write it as well as you can and add "[add a number?]" at the end.

[paste your bullets]

Those “[add a number?]” markers are your to-do list. Even a rough figure (“about 30 customers a week”) beats none.

Keep your own voice

Read the result out loud. Delete anything you would never say in an interview. Common AI habits to remove:

• buzzwords like “dynamic”, “synergy”, “spearheaded”, “passionate”
• the same sentence pattern repeated in every bullet
• claims that sound bigger than what happened

You can help the AI match your voice by giving it a sample:

Here's a paragraph I wrote myself about my work. Match its tone and
plain style in the profile section of my CV. No buzzwords.

[paste 3–5 sentences you wrote]

Write the cover letter

A good cover letter answers three questions: why this company, why this role, and why you. Give the AI material for each:

Write a cover letter for the job ad below. Under 300 words.

- Why this company: [one real reason — a product you use, their mission,
  something you read about them]
- Why this role: [what attracts you to the work]
- Why me: use my two strongest achievements from the CV below that match
  the ad.

Tone: confident and warm, not formal or flowery. Don't open with
"I am writing to apply for". Don't use the words "passionate" or "excited".

Job ad: [paste]
CV: [paste]

Then edit. Your one real reason for wanting the job is the part a reader remembers, so make sure it survives in your own words.

Run an honesty and quality check

Before you send anything, ask the AI to review its own work against the source material:

Compare the CV and cover letter with my original notes. List any claim,
skill, title, date or number that does not appear in my notes or was
exaggerated. Then list any spelling, grammar or consistency problems.

Fix every item on the first list. Claiming a skill you can’t demonstrate is the fastest way to fail an interview, and false information on an application can cost you the job later. For more on checking AI output, see our five-minute fact-checking routine.

Formatting tips AI won’t always get right

• Keep the layout simple. Many employers use applicant tracking systems that read CVs automatically. Plain headings, standard fonts and no text inside images or tables are safest.
• Match keywords naturally. If the ad says “stakeholder management”, use those exact words where they truly apply, not a synonym.
• One or two pages. Ask the AI to cut: “Shorten this CV to fit one page. Remove the least relevant items for this job first.”
• Check dates and job titles by hand. These are easy for AI to garble when it reorganizes text.

Protect your privacy

You don’t need to give an AI tool your full address, phone number, ID numbers or date of birth to improve your CV. Leave placeholders like “[phone]” and fill them in at the end. Our guide on what to check before pasting into AI covers this in more detail.

Key takeaways

• Give the AI your real achievements first. It shapes the material; it shouldn’t invent it.
• Tailor every application by matching your evidence to the job ad, and mark gaps honestly.
• Rewrite duties as results, then edit out buzzwords so the text sounds like you.
• Always run an honesty check comparing the final documents against your notes.

Want stronger prompts for any writing task? Read our six-part prompt framework, or see AI prompts for professional emails for the follow-up messages after you apply.