Ask ChatGPT to "write me a CV for a marketing job" and you get a polished page about someone who does not exist. The useful way to use AI in a job search is the opposite: you bring the facts, and the assistant shapes them. These prompts are built that way, from the CV to the interview.
The one rule: your experience, never invented
AI assistants are very good at sounding confident. Left alone, they will add a percentage you never measured or a skill you never used, because it reads well. Employers check, and an invented result can come apart in a single interview question. So every prompt below does three things:
- Gives the assistant your real material. Your CV, your notes, the job advert.
- Limits it to that material. "Use only the facts I have given" appears again and again for a reason.
- Leaves gaps visible. Where something is missing, it marks the gap for you to fill rather than filling it.
Your job is the last step: read the output and delete anything that is not true. Before you paste anything in, remove addresses, ID numbers and anything confidential.
CV prompts
1. Turn duties into achievements
Here are my CV bullet points: [paste]. Rewrite each one to lead with what I achieved, using a strong verb and a number or result where I have given one. Where a result is missing, do not invent one — write [ADD RESULT] so I can fill it in.
The [ADD RESULT] placeholder is the important part. It turns a gap into a question for you (how many, how much, how often) instead of a made-up figure. Most people can answer more of those questions than they expect.
2. Tailor your CV to a job advert
Here is the job advert: [paste]. Here is my CV: [paste]. List the five things this employer cares about most. Then show which of my bullet points match each one, and which of my experiences I should move up or reword. Do not add experience I do not have.
This asks for analysis, not a rewrite. You see the match between the advert and your experience, and you decide what to move. Tailoring then takes minutes rather than a fresh draft each time.
3. A first CV with little experience
I am a [student / recent graduate] applying for [role]. Here is everything I have done: [studies, projects, part-time work, volunteering, societies]. Suggest a CV structure that puts my strongest evidence first, and write bullet points for each item using only what I have told you.
If you are early in your career, the hard part is seeing your own evidence. A group project, a weekend job or a society role all count. List everything, and let the assistant help with order and wording.
A ChatGPT cover letter prompt that stays true
Job advert: [paste]. Why I want this role and this organisation: [notes]. Two experiences that prove I can do it: [notes]. Write a cover letter under 300 words: a specific opening, one paragraph per experience linked to the advert, and a confident close. Use only the facts I have given.
The notes you write before running this matter more than the prompt. "Why this organisation" should be something you could only say about them. Two strong examples, each linked to something in the advert, are more convincing than five thin ones.
If your CV has a gap or a change of direction, address it once and calmly:
My CV has [a gap / a career change / a short job] because [honest reason]. Write one or two calm, honest sentences I can use in a cover letter and a slightly longer spoken version for interviews. No over-explaining, no apologising.
ChatGPT interview prep prompts
Build a story bank
Here are six experiences from my work, studies or life: [brief notes on each]. For each one, write a short situation, task, action, result outline, and tell me which common interview questions it could answer. Use only my facts.
Six good stories cover a surprising number of interview questions. Once each one is outlined in situation, task, action and result, you can adapt it on the spot instead of inventing an answer under pressure.
Mock interview, one question at a time
Act as an interviewer for a [role] at a [type of organisation]. Ask me one question at a time and wait for my answer. After each answer, tell me in two lines what worked and what to improve. After six questions, give me my three biggest areas to work on.
"Wait for my answer" stops the assistant asking and answering in the same message. Type or say your answers as you would in the room. The list of three areas at the end is what to practise next.
An honest answer to the weakness question
A real weakness of mine at work is [weakness], and what I do about it is [what you do]. Write an honest answer to "What is your biggest weakness?" that names it plainly, shows what I am doing about it, and is under 45 seconds spoken.
The prompt only works with a real weakness. "I work too hard" is the answer interviewers hear most and believe least. A plain weakness with a concrete habit to manage it is more convincing.
Habits that make any job-search prompt better
- Give it your real details. The more specific the input, the less generic the output.
- Ask for three versions. Choosing between drafts is faster than rewriting one.
- Check facts about companies and salaries. AI information can be out of date or wrong. Confirm on the organisation's own site and current salary sources.
- Keep a tracker. A simple list of where you applied, when, and when to follow up keeps a long search from blurring together.
If you are fitting a search around study, our guide to making a study plan with AI uses the same approach: give the assistant your real constraints. To plan the search itself week by week, try the free AI planner.
All forty prompts, from direction to day one
The prompts above come from the SagaLeaf AI Job-Search Prompt Pack: 40 copy-paste prompts for ChatGPT and Claude in five parts of eight. Know what you want, CV and cover letter, search and applications, interviews, and offers and your first 90 days, including understanding and negotiating an offer and a 30-60-90 day plan. Every prompt works only from what you give it. It is a PDF of prompts, not an app, so you use your own ChatGPT or Claude account.
Questions people ask
- Is it okay to use ChatGPT to write a cover letter?
- Using it to structure and tighten a letter from your own notes is fine for most applications. The risk is a letter that sounds generic or claims things that are not true. Give it your real experience, tell it to use only your facts, and read every line before you send it.
- Can employers tell if a CV was written with AI?
- They often notice generic phrasing and claims that fall apart when asked about in an interview. A CV built from your own specific results, in your own words where it matters, avoids both problems whether or not AI helped.
- How do I stop ChatGPT making things up on my CV?
- Tell it to use only the facts you give it, and to write a placeholder such as [ADD RESULT] where a number is missing instead of inventing one. Then check the draft line by line and delete anything that is not true.
- Do these prompts work with Claude and other assistants?
- Yes. They are plain instructions, so they work in ChatGPT, Claude and similar tools. Replace the bracketed parts with your own details.