starter · Level 1

Using AI to find a job: your CV, cover letter and interview prep

Tighten a CV to the job you actually want, draft a cover letter that isn't generic, and rehearse interview answers, all with free AI tools and your own judgement doing the final edit.

By Mickarle Wagstaff-Irons - Micky Irons

  • Level 1Starting out
  • 70 min
  • 5 chapters
  • Free PDF, no account
The Aperturestarter / 01

Start with the essentials

The short answer

AI is genuinely useful for job searching in three places: rewriting a CV's wording to match a specific job description without inventing experience, drafting a cover letter's first pass that you then personalise, and rehearsing interview answers out loud against likely questions. It cannot verify your own facts, know what a specific employer actually wants beyond what's written, or replace a real reference check. Treat every AI draft as a starting point you fact-check and rewrite in your own voice.

What you will learn

  • You will be able to give an AI tool your real CV and a job description and get a tightened, honest draft back, not an invented one.
  • You will be able to draft a cover letter's first pass with AI, then personalise it so it doesn't read as generic to the person reading it.
  • You will be able to use AI to generate likely interview questions for a specific role and rehearse spoken answers against them.
  • You will know the difference between AI helping you say something true more clearly, and AI inventing something that isn't true, and why only the first is acceptable on a CV.
  • You will have a short checklist of things to always verify yourself before anything AI drafted goes to a real employer.

Who it is for

Anyone job-hunting who wants to use AI tools well instead of pasting a generic chatbot answer straight into an application. No technical background needed.

Before you start

  • None. What is AI is helpful background if you are new to AI tools generally.

Keep learning

The complete workbook

This workbook is a practical, hands-on route through using free AI tools for a job search, without letting AI invent anything about you. You will learn to feed a job description and your real CV to an AI tool and get back a tightened, honestly-worded draft, not a fabricated one. You will draft and then personalise a cover letter so it doesn't read as generic. You will use AI as an interview-practice partner: generating likely questions for a specific role and rehearsing spoken answers. It ends with a clear list of what to never let AI do in a job search, and why.

  1. 01
    What AI is actually good for in a job search, and what it is not

    Before touching any tool, it helps to know exactly where AI genuinely helps and where it can quietly do harm to your application.

    In the workbook · Reading
  2. 02
    Tightening a CV against a real job description

    The most common CV mistake is sending the same generic version to every job. This is the fastest, most honest fix.

    In the workbook · 1 exercise
  3. 03
    Drafting and then personalising a cover letter

    A cover letter's first draft is exactly the kind of blank-page problem AI is genuinely good at. The personalising pass is where the real work is.

    In the workbook · 1 exercise
  4. 04
    Practising interview answers with AI

    Rehearsing out loud, against questions you didn't write yourself, is more useful than reading advice about interviews.

    In the workbook · 1 exercise
  5. 05
    What to never hand to AI, and a short before-you-send checklist

    A short, honest list of limits, because the exercises above only work if you know where they stop.

    In the workbook · Reading

Also inside: a 5-point checklist, a glossary of 9 terms and 3 questions and answers to test yourself. 3 hands-on exercises, each with a worked answer at the back where the workbook gives one.

No login, no card, no account. Before the download we ask you to follow Mickai (two quick links). Free to download and use for personal learning, study groups and inside your own team. Please do not resell the workbooks or republish them as your own. Link people to trust-agent.ai instead.

Test yourself

Questions and answers

Will using AI to write my CV get me flagged or penalised?

No employer can detect that you used an AI tool to help word a CV, and doing so is not dishonest in itself. What matters is whether the content is true. The risk is entirely about content, not about the tool.

Should I mention that I used AI to help with my application?

This isn't a legal or ethical requirement for personal job applications the way it might be for other written work. What matters is that everything in the final document is true and that you can speak to it confidently in an interview.

Can AI tell me if I'm qualified enough for a job?

No. It can compare your stated CV against a job description's stated requirements, but it cannot judge your actual competence, and application requirements are often a wish list rather than a strict bar. Use its gap analysis as information, not as a verdict on whether to apply.

When you have finished

Get your certificate of completion

Type your name and download a certificate for this workbook as a PDF, ready to print or to add to LinkedIn. It is made on your own device, so your name is never sent to us. It is a self-declared certificate, not an accredited qualification.

Learn the language

Key terms

Applicant tracking system (ATS)
Software many employers use to scan and filter CVs before a person reads them, often matching against keywords from the job description.
STAR structure
Situation, Task, Action, Result: a common way to structure a behavioural interview answer so it stays concrete and specific rather than vague.
Fabrication
Stating something as fact that isn't true. On a CV, this is different from wording a true fact more clearly, and can end an application or a job on its own if discovered.
Behavioural question
An interview question asking about a specific past situation ('tell me about a time when...'), used to predict future behaviour from real examples rather than hypotheticals.
Generic cover letter
A cover letter written so broadly that it could be sent to any employer for any similar role, a common and easily spotted weakness that AI drafting can accidentally produce if not personalised afterwards.
Gap analysis
Comparing your actual CV against a job description's stated requirements to identify what genuinely isn't addressed yet, used here as information to act on honestly, not as licence to invent.

6 of the workbook's 9 terms. The complete glossary is in the workbook.

Follow the evidence

Sources and checks

Facts last checked: .

These workbooks use AI assistance. See how the workbooks are made.

Created by Mickarle Wagstaff-Irons - Micky Irons with the Mickai team. Published by Mickai LTD. Last updated 29 September 2026.

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