Resumes, Interviews, and Job Search

By the end of this lesson, you’ll be able to turn a generic resume into one that actually matches a specific job posting, practice interview questions with an AI that talks back, and write follow-up emails without staring at a blank screen for twenty minutes. You’ll do all of it with free tools you already have access to. The goal isn’t to let AI write your job search for you — it’s to stop losing hours to the parts of it that are just formatting and rewording.

The idea in plain English

Job searching has two kinds of work in it. There’s the real work — figuring out what you’re good at, deciding what you want, showing up to the interview as a person someone wants to hire. And there’s the grinding work — rewriting the same resume eleven times for eleven jobs, trying to guess what “cross-functional stakeholder management” means, drafting a thank-you email that doesn’t sound like a robot wrote it.

AI is very good at the second kind and useless at the first. It can’t tell you what career you want. It can take the messy list of things you actually did at your last job and reshape it to line up with the words a specific employer used in their posting.

Here’s the piece most people miss: the AI can only work with what you give it. If you paste in a two-line resume and say “make this better,” you’ll get flowery nonsense. If you paste in your real resume, the real job posting, and three specific things you accomplished, you’ll get something you can genuinely use after light editing.

One boundary worth setting up front: never let AI invent accomplishments. It will happily write that you “increased departmental efficiency by 40 percent” if you let it. If a number isn’t true, take it out. You will be asked about it in the interview.

How it actually works

Most large companies — and plenty of medium ones — run resumes through software before a human sees them. This is called an ATS, short for Applicant Tracking System. It’s a database that stores applications and lets a recruiter search them. The myth is that it “rejects” you automatically. Mostly it doesn’t; it just means a recruiter searching for “accounts payable” won’t find you if your resume says “handled the money coming in and out.”

That’s the actual job AI does well here: vocabulary matching. You describe your work in your words. The posting describes the same work in their words. AI translates between the two without changing what’s true.

For interviews, the useful thing about AI is that it’s a practice partner with infinite patience and zero judgment. You can ask ChatGPT to interview you for a specific role, answer out loud or in typing, and ask for feedback on your answer. You can say “that felt too long, help me cut it” and do it again. No friend is going to sit through that eleven times.

Any of the free chatbots work fine for this. ChatGPT (chat.openai.com) and Claude (claude.ai) both handle long documents well, which matters when you’re pasting in a full resume and a full job posting. Gemini (gemini.google.com) works too and is convenient if you keep your resume in Google Docs. Use whichever you already have open.

One practical warning about privacy: your resume has your address, phone number, and work history on it. That’s not top-secret, but it is personal. If you’d rather not have it stored, most of these tools have a setting to turn off chat history and training — in ChatGPT it’s under Settings, then Data Controls. At minimum, don’t paste in things like your Social Security number or salary details you wouldn’t want retained.

Try this now

Set aside about fifteen minutes and pick one real job you’d actually apply for.

1. Get your resume as plain text. Open your resume file, select everything, and copy it. If it’s a PDF, you can usually still copy the text; if the copy comes out scrambled, open the original Word or Google Doc version instead.
2. Find a real posting. Go to LinkedIn, Indeed, or the company’s own careers page and copy the entire job description — the responsibilities, the requirements, all of it. Don’t summarize it. The whole point is the exact wording they used.
3. Run the tailoring prompt. Open ChatGPT or Claude and paste this in, filling in the two bracketed sections:

   I'm applying for the job below. Here's my current resume.
   
   Rewrite the bullet points under each job on my resume so they use the
   same vocabulary as the posting, while staying completely truthful. Rules:
   
   - Do not invent any accomplishment, number, tool, or responsibility
     that isn't already in my resume.
   - If the posting asks for something I clearly don't have, tell me
     that in a separate list at the end instead of faking it.
   - Keep each bullet to one or two lines, starting with a verb.
   - Flag anything you rewrote where you're not sure my original meant
     what you assumed, so I can check it.
   
   JOB POSTING:
   [paste the full posting here]
   
   MY RESUME:
   [paste your full resume here]

4. Read every line it gives back. This is not optional. Look specifically for numbers you never provided and job duties that sound bigger than what you did. Delete or fix those. Then check the “things you don’t have” list at the end — that’s genuinely useful information about whether this job is a stretch.
5. Turn the posting into interview questions. Start a new chat and paste this:

   You're going to help me practice for an interview.
   
   Based on the job posting below, ask me the 8 questions a hiring
   manager for this role is most likely to ask. Ask them ONE AT A TIME
   and wait for my answer before moving on.
   
   After each of my answers, give me:
   1. One specific thing that worked in my answer
   2. One specific thing to change, with a suggested rewording
   3. A shorter version of my answer, under 60 seconds spoken
   
   Be direct with the feedback. I'd rather hear it now than in the room.
   
   JOB POSTING:
   [paste the full posting here]

6. Answer as if you’re talking, not writing. Type the way you’d actually speak, rambles and all. If you’re on your phone, use the microphone button and just talk — the transcription is good enough. Polished typed answers won’t help you, because you’re not going to read from a script in the interview.
7. Save the good bits. After the practice round, ask: “Pull out the 5 strongest specific stories I told and write each as three bullet points I can glance at before the interview.” Put those in a note on your phone. That’s your prep sheet.
8. Draft the follow-up before you need it. After a real interview, paste in your notes about what you discussed and ask for a short thank-you email — four sentences, referencing one specific thing from the conversation. Then rewrite it in your own voice. Sending it within 24 hours is the part that matters.

Common mistakes

• Sending the first draft. AI writing has a texture to it — words like “leveraged,” “spearheaded,” “robust,” and “passionate about” pile up fast. Recruiters read hundreds of these a week and they notice. Go through and swap the puffed-up words back to how you’d actually say it. “Managed” is fine. “Spearheaded” is not.
• Letting a small exaggeration through. If AI turns “helped with the newsletter” into “owned end-to-end email marketing strategy,” and an interviewer asks about your email strategy, you’re stuck. Every claim on your resume is a question you’ve agreed to answer.
• Giving it too little to work with. “Make my resume better” produces generic filler because you gave it generic input. Before you prompt, spend five minutes writing down what you actually did — the specific projects, the tools you used, the problems you fixed. Messy notes are fine. That raw material is what makes the output usable.
• Using the same generated resume for every application. The whole advantage is tailoring to one posting. If you send the identical file to thirty jobs, you’ve done the work and thrown away the benefit. Tailor for the ten jobs you actually want; don’t bother for the rest.
• Practicing only the easy questions. Most people rehearse “tell me about yourself” and skip the uncomfortable ones. Specifically ask the AI to grill you on the gap in your employment, why you left your last job, or the requirement you don’t meet. Those are the answers you need most.

Key takeaways

• Paste in the full job posting and your full resume — specific input is what separates useful output from generic filler.
• AI’s real job here is translating your work into the employer’s vocabulary, not inventing new accomplishments.
• Check every line for numbers and claims you didn’t provide, and delete anything you couldn’t defend in an interview.
• Use AI as an interview partner that asks one question at a time and gives you honest feedback — practice out loud, not in polished writing.
• Always do a final pass in your own voice; the goal is to sound like you on your best day, not like a chatbot.