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AI for job search, résumés and interviews: 17 real cases with prompts

17 source-checked cases of people using AI to write résumés and applications and prepare for interviews. Each shows what happened and the prompt.

Part of all 383 Personal cases.

  • Track 186 applications, find missing keywords and review interview notes with Claude to land an offerEvidence: Article or interview

    Margareth Felicia Gono, an international student who needed a visa, started job hunting scattershot. Gono built an application tracker with Claude, had it pull the main skills and keywords from each job description and compare them with the résumé, and used it as a career coach, which led to three résumés for analytics, sales and marketing, and consulting. Where interviewers allowed recording, Gono ran sentiment analysis on the notes to see where Gono hesitated or used filler words. The tracker showed 186 applications, 44 cold outreaches, 19 interviews, six take-home assignments, three final rounds and one offer, as a senior associate at DoorDash.

    Claude · Personal · Source date:

  • Land a new software job within a month of quitting, using ChatGPT for interview prep plansRecreated promptEvidence: Article or interview

    Rathesh Prabakar, a senior software engineer in Bengaluru, quit in October 2025 without a job lined up. Prabakar applied before work and prepared after, and asked ChatGPT to act as an experienced résumé writer. For each interview, Prabakar gave it their skills, experience and the job description plus the time available and asked for a prep plan; a high share of the likely questions it suggested came up. Questions Prabakar couldn't answer went back to ChatGPT afterwards, and doubtful answers were cross-checked on Google. With a referral from a LinkedIn contact, Prabakar accepted an offer in early November.

    ChatGPT · Personal · Source date:

  • Build a custom GPT as a job-search coach and go from 2 or 3 interviews to at least 7 and a PayPal offerEvidence: Article or interview

    Product manager Amar Saurabh, ex-Meta and TikTok, got only two or three interviews in the first two months of applying, and plain ChatGPT kept giving generic answers and asking for the résumé again. In about an hour and a half Saurabh built a custom GPT, 'PM job search advisor', loaded with their résumé, LinkedIn profile and project details. It drafted recruiter outreach (including 300-character connection requests), tailored the résumé to each job description and prepped each interview. Over two months Saurabh landed at least 7 interviews, with companies including Reddit, Intuit and PayPal, and took a lead product manager job at PayPal.

    ChatGPT · Personal · Source date:

  • Practise interview answers out loud with ChatGPT voice mode, not memorised scripts (partial)Recreated promptEvidence: Described by posterPartial

    On their way to interviews at Microsoft, Bain and Sweetgreen, a job seeker who writes the Ambitious Slacker newsletter pasted job descriptions into ChatGPT and had it interview them in voice mode, answering out loud and asking for feedback. That practice helped. Having ChatGPT write answers to memorise backfired: after a final round at Target, the interviewer said they were the best candidate but the company chose an internal candidate because they sounded too scripted. Once they stopped memorising and practised a few stories out loud, they did much better.

    ChatGPT · Personal · Source date:

  • Write a first job application with ChatGPT and get an interview invitationRecreated promptEvidence: Described by posterBeginner-friendly

    A poster says they used ChatGPT to write a job application for the first time one weekend and received an interview invitation shortly after.

    ChatGPT · Personal · Source date:

  • Prepare for job interview rounds with a Gemini Live mock interviewRecreated promptEvidence: Article or interview

    Android Police's Khumail Thakur gave Gemini his resume and the job description; it outlined his strengths and weaknesses for the role, then ran mock interviews in Gemini Live. He kept adding each round's notes and interviewers' LinkedIn profiles so it could predict the next questions. He says he made it through to the end of the process and Gemini helped him work out what salary to quote, though he took a different offer.

    Gemini Live · Personal · Source date:

  • Compare ChatGPT, Gemini and Claude at building a resume, judged by a recruiterRecreated promptEvidence: Article or interview

    How-To Geek's Dibakar Ghosh gave the same job posting and prompt to Claude, ChatGPT and Gemini, each told to ask him questions first; ChatGPT asked 30. He liked Gemini's look best, but the recruiter picked ChatGPT's: the only one-page resume, with no fabricated details, though he found it busy. He says the questionnaire step is what made it work and that AI resumes still need human oversight.

    ChatGPT, Gemini, Claude · Personal · Source date:

  • Practise for an Amazon interview loop with ChatGPT and Claude mock interviewsRecreated promptEvidence: Described by poster

    Writing a month after accepting an offer from Amazon, a new hire says one of the things that helped was using ChatGPT and Claude to mock-interview her: she fed them the job description and asked them to interview her like an Amazonian would, which surfaced questions she wouldn't have thought of. She also used AI to find gaps in her 15 prepared stories but wrote them in her own words.

    ChatGPT, Claude · Personal · Source date:

  • Rewrite weak resume bullets inside Google Docs with Gemini (then fix what it made up)Recreated promptEvidence: Article or interviewPartial

    Android Police's Oluwaniyi Raji highlighted copied-job-description bullets in his resume and asked Gemini in Google Docs to rewrite them with action verbs and metric-led outcomes. The first output looked like it belonged to someone two levels above him, partly because Gemini made things up; generating took about 10 minutes and his own editing pass about 30 minutes before he had a resume he could submit to a recruiter.

    Gemini in Google Docs · Personal · Source date:

  • Find target employers with Gemini Deep Research and prepare a son's job applicationsRecreated promptEvidence: Described by poster

    A parent describes how the family got their son a job offer in under two months: Gemini Deep Research (several prompts) to build a target company list, a story-style resume, a master application, a unique cover letter per role using AI research, AI help finding hiring managers, and four AI-assisted interview prep sessions per interview. The poster reports about 20 applications, 5 interviews, 1 offer and 3 interview offers pending.

    Gemini · Personal · Source date:

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