AI Prompt Generator for Job Applications
Fill in the blanks and copy — 12 ready-to-use AI prompts for tailoring your CV, passing the first-glance skim, addressing gaps or a career pivot, writing a cover letter, checking your fit, and prepping for interviews.
Fill in the blanks below — the prompt updates live. These work with any AI chat tool (Claude, ChatGPT, Gemini, etc.); nothing here is tied to one specific model.
How it works
Every prompt below expects two inputs: the job description, and something about you (your CV, background, or existing draft). The more specific you paste in, the less generic the output — a job description copied in full works far better than a two-line summary of the role.
None of these are tied to a specific AI model — they read the same way in Claude, ChatGPT, Gemini, or anywhere else you paste them. And none of them are magic: they're structured ways of asking for what a career coach or recruiter would already tell you to do — match the language of the role, back claims with specifics, and prepare stories before you're asked for them in the room.
The one rule worth keeping across all twelve: verify, don't invent. Every prompt is worded to work from your real experience and flag gaps rather than fabricate them — keep that discipline when you edit the output, since a fabricated achievement is a bigger risk in an interview than a slightly plain bullet point.
FAQ
Is this a new Claude or ChatGPT feature?
No. Claims that an AI tool "can now" tailor job applications are marketing framing, not a real capability update — pasting a CV and a job description into an AI chat and asking for help has worked the same way for a long time. What's below are prompt templates, not a new feature.
Does an ATS really auto-reject resumes that don't have the right keywords?
Mostly no. Recruiter surveys put ATS auto-rejection-by-content at roughly 8% of cases, and the popular "75% of resumes are rejected by ATS" statistic traces back to an unsourced 2012 vendor sales pitch, not real research. What an ATS actually does is parse your resume and help a recruiter search and rank a pile of applicants — a weak keyword match risks landing lower in that ranking, not being silently deleted. Match the job description's language where it's honestly true of your experience; don't optimize for a rejection robot that isn't actually rejecting you.
Will keyword-stuffing my CV help it score higher?
No — it tends to backfire. Modern resume-screening tools penalize unnatural keyword repetition rather than rewarding it, which is why several prompts below explicitly ask for keyword matches without stuffing. Demonstrating a skill through a concrete result reads better to both software and humans than repeating the skill's name.
Do recruiters really only spend a few seconds looking at a resume?
Directionally yes, precisely no. The often-cited "6-second resume rule" traces to a 2012 eye-tracking study of about 30 recruiters by TheLadders — TheLadders' own 2018 update put the average closer to 7.4 seconds, and it's a small, dated sample rather than a universal law. The practical takeaway holds regardless of the exact number: your summary and top bullets get skimmed, not read closely, on a first pass — which is why the first-glance prompt below asks for proof and results up front instead of adjectives.
What is the STAR method?
Situation, Task, Action, Result — a structure for answering behavioral interview questions ("Tell me about a time when...") by briefly setting the scene, stating your specific responsibility, describing what you did, and naming the outcome. It's a long-established interview-coaching framework, not something specific to AI prompting.
Is it okay to let AI write my cover letter or interview answers?
As a first draft, yes — as your final, unverified answer, no. Every prompt below is written to work only from your real background and explicitly avoid inventing experience, and it's worth keeping that constraint even as you edit further. You're the one who has to defend these answers in an interview, so read, verify, and personalize everything before you send or say it.