ChatGPT Prompts for CVs, Cover Letters and Job Applications

This page may contain affiliate links.

Let's be honest about what most people do with ChatGPT when they're job hunting: they paste in their CV, type "make this better", and accept whatever comes back. The result is a document that reads like it was written by a polite robot who has never met you. Recruiters spot it instantly, and it does you no favours.

The trick isn't avoiding AI — it's using it properly. ChatGPT is genuinely brilliant at the boring, mechanical parts of applying for jobs: restructuring bullet points, matching your language to a job spec, drafting a first version of a cover letter so you're editing rather than staring at a blank page. What it can't do is invent your achievements. You have to feed it the raw material.

Below are prompts that work, along with the reasoning behind them. Everything here assumes UK conventions — CVs without photos, no date of birth, and spellings that would pass muster in a Manchester office.

1. Start by giving ChatGPT a proper brief

Before you ask for anything, set the context. A single "system-style" opening message saves you repeating yourself and dramatically improves output quality. Paste something like this at the start of a fresh chat:

"You are an experienced UK recruitment consultant who has reviewed thousands of CVs across [your industry]. You write in clear, plain British English. You avoid buzzwords like 'dynamic', 'synergy' and 'results-driven'. You never invent achievements — if information is missing, you ask me for it. Confirm you understand and then wait for my first request."

That last instruction matters. Without it, ChatGPT will happily fill gaps with plausible-sounding nonsense, and you'll end up claiming credit for things you never did. In an interview, that falls apart fast.

2. Rewriting your CV bullet points

Most CVs are a list of duties. Strong CVs are a list of outcomes. The prompt below forces that shift:

"Here are five bullet points from my CV: [paste them]. For each one, rewrite it so it leads with the outcome or impact rather than the task. Keep each bullet under 30 words. Where I have given a number, keep it. Where I haven't, flag the bullet and ask me what measurable result I could add. Use British English and past tense for previous roles, present tense for my current one."

The "flag and ask" instruction is the bit people skip, and it's the most valuable part. It turns ChatGPT from a rewriter into an interviewer, prompting you to dig out the numbers you'd forgotten — the percentage of tickets resolved, the size of the budget, the number of people you trained.

A follow-up worth running: "Now read these bullets as a hiring manager for [role] and tell me which three are weakest and why." Brutal, but useful.

3. Tailoring to a specific job advert

Generic CVs get filtered. If you're applying through an applicant tracking system, matching the advert's language genuinely helps. Paste the job description in full and use this:

"Here is a job advert: [paste]. Here is my current CV: [paste]. Identify the ten most important skills or requirements in the advert. Then map each one to evidence already in my CV. For any requirement I have no evidence for, tell me plainly rather than inventing something. Finally, suggest three edits to my CV that would improve my match, without changing any facts."

That last sentence is your guardrail. You want a mirror held up to your real experience, not a fantasy version of it.

If you're applying for a lot of roles, keep each application in its own chat thread. Mixing them up leads to cover letters addressed to the wrong company — a mistake that ends applications instantly.

4. Cover letters that don't sound like everyone else's

The standard cover letter formula — "I am writing to express my interest" — is dead on arrival. Try this instead:

"Write a cover letter for the [job title] role at [company]. Here is the job advert: [paste]. Here is my CV: [paste]. Here is one specific thing that drew me to this company: [your genuine reason]. Structure it as: an opening paragraph that names the role and states one concrete reason I'm applying; a middle section with two specific examples from my experience that address the advert's top requirements; a short closing paragraph. Maximum 350 words. Plain British English, no clichés, no 'I am writing to express'. Do not use the phrase 'passionate about'."

Then edit it by hand. Read it aloud. If a sentence sounds like something you'd never say, cut it. The AI draft is scaffolding, not the finished building.

One more prompt worth having in your pocket: "Rewrite this paragraph in a warmer, more conversational tone without losing any of the specific detail." It's the fastest fix for text that's gone stiff and corporate.

If you find yourself doing this kind of thing regularly — not just for job applications but for planning your week, drafting emails or prepping for meetings — the AI Productivity Pack is the done-for-you version of what this article teaches: 90 battle-tested ChatGPT and Claude prompts covering planning, email, meetings and focus, from £9. Useful if you'd rather skip the trial and error.

5. Interview prep and follow-ups

The same chat thread can carry you through to the interview. Two prompts that punch above their weight:

"Based on this job advert and my CV, generate fifteen likely interview questions, ordered from most to least probable. For the five hardest, give me a suggested structure for answering — situation, action, result — using only examples from my CV."

And for afterwards:

"Write a short follow-up email to [name], who interviewed me for [role] on [day]. Reference one specific thing we discussed: [detail]. Keep it under 100 words, warm but professional, British English."

Send it within 24 hours. Most candidates don't bother, which is precisely why it works.

A quick word on what not to do

Don't let ChatGPT write your CV from scratch based on a job title. It will produce something generic and slightly uncanny that reads like a template. Don't paste in confidential details from a current employer, and don't trust it with anything you wouldn't put in an email. And do check every factual claim before you send — numbers, dates, job titles, qualifications. AI is confident even when it's wrong.

Used well, ChatGPT takes the friction out of applying. It won't get you the job — your actual experience does that. But it will get you to a polished, tailored, honest application far faster than staring at a blinking cursor, and in a competitive market, speed and specificity are worth a lot.

Write your own raw material first. Then let the AI do the tidying.