19 ChatGPT Prompts for Job Applications, Cover Letters and Interviews
Prompts for the whole job-search pipeline: tailoring a resume, writing a cover letter that isn't generic, and prepping for the interview itself.
The job search has a strange shape: long stretches of nothing, then a 48-hour window where you have to produce a tailored resume, a cover letter, and interview answers, all for a role you found yesterday. These prompts are built for that window — fast, specific, and aimed at not sounding like everyone else’s AI-written application.
Tailoring your resume
Match your resume to a specific job posting
Click any highlighted blank to fill it in before you copy.
Here's a job posting and my current resume bullet points. Tell me which of my existing bullets are most relevant to this role, which ones I should cut for this application, and what's missing that I should consider adding if I have relevant experience.
JOB POSTING:
[paste the posting]
MY CURRENT BULLETS:
[paste your resume bullets]Turn a task description into an achievement-focused bullet
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Turn this into a resume bullet that leads with the result, not the task. Use a number or concrete outcome if I've given you one — don't invent one if I haven't.
WHAT I DID:
[describe the task/responsibility in plain language, with any numbers you have]Rewrite a bullet that’s too vague
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This resume bullet is too vague to mean anything to a hiring manager. Rewrite it to be specific about what I actually did and what changed because of it.
BULLET:
[paste the vague bullet]Identify keywords you’re missing for an ATS scan
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Compare this job posting against my resume. List the important skills or terms that appear in the posting but not in my resume, so I can add the ones that are genuinely true of my experience.
JOB POSTING:
[paste posting]
MY RESUME:
[paste resume text]Write a professional summary for the top of your resume
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Write a 2-3 sentence professional summary for the top of my resume, for a [target role] application. Base it only on this background:
[summarize your experience, skills, and what you're looking for]Cover letters
Write a cover letter that doesn’t restate the resume
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Write a cover letter for this role that does NOT simply repeat my resume bullets. Instead, focus on why I specifically want this role at this company and one story that shows I can do the work.
ROLE AND COMPANY:
[paste job posting or describe it]
RELEVANT BACKGROUND/STORY:
[describe one relevant experience in your own words]Explain a career change or gap honestly
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Help me write a paragraph for a cover letter that explains [a career change / an employment gap] honestly and briefly, framed around what I learned or why it makes me a stronger candidate now, without over-apologizing.
MY SITUATION:
[describe what happened in your own words]Write a short, direct cover letter for a fast-moving role
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Write a short cover letter — 3 paragraphs maximum — for a role where I know they're moving fast and won't read a long letter. Straight to: who I am, why this role, one proof point.
ROLE:
[paste or describe]
PROOF POINT:
[one relevant achievement]Adapt one cover letter for a different but similar role
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Here's a cover letter I wrote for a similar role. Adapt it for this new posting — keep my voice and structure, change the specifics to match the new company and role.
ORIGINAL LETTER:
[paste your letter]
NEW ROLE/COMPANY:
[paste the new posting]Interview preparation
Prepare answers to likely questions for a specific role
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Based on this job posting, what are the 6 questions I'm most likely to be asked in an interview, and for each, what's the one thing the interviewer is actually trying to find out?
JOB POSTING:
[paste posting]Turn a work story into a structured interview answer
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Help me turn this into a structured answer using a situation-task-action-result shape, for the question "[interview question, e.g. tell me about a time you dealt with conflict]".
MY STORY (rough, unordered is fine):
[describe what happened]Practice answering a tough question
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Ask me the interview question "[question, e.g. 'why did you leave your last job']" and then, based on my answer, tell me honestly whether it sounds evasive, defensive, or clear — and suggest one specific improvement.
MY ANSWER:
[write your answer as you'd say it out loud]Prepare questions to ask the interviewer
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I'm interviewing for [role] at [company/industry]. Suggest 5 questions I could ask the interviewer that go beyond generic ones like "what's the culture like" — questions that show I've actually thought about the role.Research a company before an interview
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Here's what I know about [company] so far: [paste anything you know — About page text, recent news, product description]. Help me identify 3 things worth mentioning in the interview to show I did my homework, and 2 smart questions that come from this research specifically.Debrief after an interview that didn’t go well
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The interview didn't go the way I wanted. Here's roughly what happened: [describe what was asked and how you answered]. Help me think through what I'd do differently, without just telling me it's fine — I want an honest read.Negotiation and after the offer
Write a salary negotiation email
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I've received an offer of [amount] for [role]. Based on my research, I believe [target amount] is more appropriate because [your reasoning, e.g. market rate, other offers, experience level]. Write a negotiation email that's confident but not aggressive, and leaves room for a counter.Ask for more time to decide on an offer
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I need more time to decide on this offer from [company]. Write a short, professional email asking for [X more days], without sounding uncommitted or risking the offer being pulled.Decline an offer gracefully
Write a thank-you note after an interview
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Write a short thank-you email to send after my interview with [interviewer name/role] at [company]. Reference [one specific thing discussed in the interview] so it doesn't read as generic. Send-same-day length — under 100 words.Frequently asked questions
Will a hiring manager notice my cover letter was written with AI help?
If you paste in generic prompts with no real detail, likely yes — the output tends to read as vague and interchangeable. The prompts above that ask for your specific story, your actual background, or a real job posting to react to produce noticeably more distinctive results than ones that don’t.
Should I use the exact keywords from the job posting in my resume?
Where they’re honestly true of your experience, yes — many applicant tracking systems do keyword matching before a human ever sees the resume. Never add a skill or keyword you can’t actually speak to in an interview, though; that catches up with you fast.
Is it okay to practice interview answers with AI instead of a person?
It’s a genuinely good first pass — you can iterate privately and as many times as you want. It doesn’t replace practicing out loud or with another person, since tone, pacing, and real-time follow-up questions are hard to simulate, but it’s a solid way to get your structure right before that.