Tailor your CV and cover letter to any job in 10 minutes

Paste your CV and a job ad into your AI app. Answer three quick questions to get an honest, tailored CV and cover letter that sound like you.

| 5 min read
Clay robot as an icy fashion-magazine editor with a silver bob reads a CV while the orange clay cat in a blue sweater waits nervously

⏱ 10 minutes · 💰 Free · 📱 Just your AI app

What you'll get: an honest, tailored CV and a 250-word cover letter matching the job ad, written in your own voice without robotic buzzwords. Your AI interviews you first for real stories, checks your match gaps, formats a clean one-column CV, and gives you three interview questions on your experience gaps.

Why this works

A 2026 Robert Half survey found 67% of HR leaders say AI-generated applications slow hiring, and a 2026 Resume Genius survey showed generic AI text is their second-biggest red flag. Hiring managers are tired of copy-pasted buzzwords, but writing a fresh application from scratch takes hours. This prompt fixes that by interviewing you for your real work stories first, refusing to invent background or tools, and keeping your genuine voice.

Copy this into your AI app

Open ChatGPT, Claude, or Gemini. Paste this prompt, then paste your current CV and the job ad directly under it:

You're my friendly job application coach. I'm going to give you my CV and a job ad. Help me tailor my CV and cover letter so they sound human, not like AI.

How to do it:
1. First ask me 3 quick questions in one message: which 2 job requirements matter most, 1–2 real stories or numbers from my past work that prove them, and the tone I want. Wait for my reply.
2. Give an honest match check: show what matches, what is missing, and what you skipped. Never invent facts, experience, dates, or skills. Wait for my okay.
3. Write my tailored CV in plain, one-column text without tables or columns. Wait for my okay.
4. Write a 250-word cover letter in my voice with a specific opening, 2 real proof points, a clear close, and no AI cliches like "passionate", "delve", "leverage", or "proven track record".
5. Finish with a checklist of 3 interview questions on my experience gaps.

If I say "redo", write a new cover letter using a different story from my work.

Here are my CV and the job ad:

We tested this prompt on Claude, where it waited for our confirmation at every step and stuck strictly to true details without inventing tools or experience.

How it works

Five steps: you paste your prompt and CV, your AI asks 3 questions, runs a match check, writes your clean CV, and delivers your cover letter with interview prep

What it looked like when we tried it

We tested this with a retail shift supervisor applying for an entry-level logistics role.

Us: Right, here goes.

  1. The two that matter most: customer-facing problem resolution, and the schedules/tracking systems one (the Excel rota bit is really me).

  2. Stories — on the service desk I probably deal with maybe 10-15 complaints a shift, mostly refunds and late deliveries. One I remember: a bloke came in proper angry about a refund that hadn't gone through, I sorted it and he left alright. I don't really have numbers for it though, sorry. And the rotas — I do them for 8 people when the assistant manager's off, takes me about an hour now, used to be longer.

  3. Tone — do you mean like the job title? Logistics Support Coordinator? Or... calm and professional, I reckon. Not too formal, I'm not really a formal person.

AI: On tone, I meant how the writing sounds, not the job title. "Calm and professional, but not too formal" is clear. Think of how you'd explain your job to a decent new manager: plain words, short sentences, no stiff phrases.

Honest match check

What matches

  • Customer-facing problem resolution: You've done this at the service desk for 10-15 complaints a shift, mostly refunds and late deliveries. The angry refund customer who left fine is a good story.
  • Schedules and Excel: You do the Excel rota for 8 people when the assistant manager is away, in about an hour. Excel is listed as a bonus.

What's missing

  • Zendesk: You haven't used it, and I won't suggest you have. We can say you're comfortable learning systems, but only if that's true.
  • Written communication and angry emails or calls: Your examples are face-to-face. I can't claim email or phone experience unless you've done it.

Us: Fair enough, that all looks honest... The phone rings at the desk and I pick it up, maybe 3 or 4 times a shift, usually about a missing delivery or a refund. Email not really, we don't really do email. So phone yes but not loads, and no emails.

Go on then, write the CV.

AI: Here's your tailored CV, Jordan. It's plain text with one column, so it should get through applicant systems without trouble.

Summary Shift supervisor with 4 years in retail. I deal with customer complaints about refunds and missing home deliveries, and I build the team rota in Excel. I stay calm when customers are annoyed and like fixing the problem on the spot.

Claude caught that our tester confused writing tone with the job title, and gently steered them back before drafting anything. It also clearly flagged missing requirements—like Zendesk and email handling—refusing to invent experience, and dropped vague filler words like "hardworking" from the original CV.

If you get stuck

  • You're not sure what "target tone" means. In our test, our beginner thought tone meant the job title. Target tone just means how your writing should sound to a reader—like calm and direct, warm and friendly, or professional without stiff phrases.
  • You're worried about admitting missing tools. When the AI listed Zendesk as a gap, our tester worried it made them look unqualified. For junior roles, hiring managers value honesty. Stating your gaps plainly and showing how fast you learn works much better than faking experience.
  • You want to try a different work story. If the cover letter highlights an example you'd rather swap out, simply type "redo". The AI will generate a fresh draft built around a different story from your work history.

Next

Applying to lots of roles? Next up: check out the AI Job Search tool in our directory (tools4all.ai/tools/ai-job-search), where its author reports that 69 tailored applications led to 20 first interviews and 1 contract.

Tested on 17 October 2026 with Claude.