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Using AI to tailor and critique your job applications

Practical patterns for using ChatGPT, Claude or Gemini to tailor resumes and cover letters to specific roles, stress-test your application before you send it, and avoid the dead giveaways that get applications binned by 2026 recruiters.

Using AI on a job application is a tool, not a trick. The students who get interviews in 2026 are using AI to do work they could not afford to do by hand: tailoring a resume to every role, stress-testing every cover letter, simulating the recruiter's reaction before they send. The students whose applications get binned are using AI to write the application for them.

This guide is about the first kind.

What AI is genuinely good at, for job applications

  1. Tailoring a resume to a specific job description. Paste the job ad and your master resume; ask AI to rewrite the bullet points so the keywords from the ad show up where they make sense. Then read the result and rewrite anything that sounds like it was not you.
  2. Generating a first draft of a cover letter you then rewrite. The first draft from AI gives you the structure. You then rewrite every sentence in your own voice with a real example.
  3. Critiquing what you have written. "Read this cover letter as if you are a Big 4 graduate recruiter who has just seen 200 applications today. What would make you bin it in the first five seconds?" The feedback is sharper than what you will get from your friends or your mum.
  4. Interview rehearsal. Ask AI to play the role of the interviewer for a specific company and role, then ask follow-up questions. Useful even when the AI's questions are not exactly what you will get.
  5. Spotting jargon and acronyms you do not understand in the job ad. A 60-second explanation of "B2B SaaS pipeline ownership" is cheap insurance against blank silence in the interview.

What AI is bad at

  1. Sounding like a real teenager. Default AI prose has a recognisable register: smooth, slightly formal, no specifics, no anecdotes, no edges. Hiring managers in 2026 read enough of it to spot it in two paragraphs.
  2. Knowing what the company actually does. AI will confidently invent products, team structures, recent news and company values that do not exist. Always cross-check.
  3. Knowing what you actually did at your part-time job. Your specific examples (the regular Saturday rush, the angry customer you defused, the inventory system you taught yourself) are the most valuable currency on the application and the only thing AI cannot generate.

The tailoring pattern

For each new application:

  1. Copy the job ad into a doc.
  2. Highlight every requirement, skill, value or specific responsibility mentioned.
  3. Open AI and paste both the highlighted job ad and your master resume.
  4. Prompt: "Rewrite my resume bullets to align with this role. Keep my actual experience accurate. Make the keywords from the job ad show up naturally where they fit. Do not invent anything."
  5. Take the output and rewrite every bullet that sounds generic. Add a specific number, name or example.
  6. Save the tailored resume with the company name in the filename.

This whole process takes about 15 minutes per application, which is the difference between sending 5 thoughtful applications and 20 form ones.

The critique pattern

After you have written your cover letter:

  1. Prompt: "Read this cover letter as if you are the hiring manager for [role] at [company]. You have 90 seconds. Tell me exactly what makes you keep reading and what makes you stop. Be brutal."
  2. Read the feedback and fix the structural problems.
  3. Prompt: "Read it again. Find every sentence that says nothing or that any candidate could have written. Mark them."
  4. Rewrite those sentences with specific examples or cut them.
  5. Read the letter out loud. If a sentence makes you cringe to say, rewrite it.

Dead giveaways that get applications binned in 2026

Recruiters tell us they bin applications that contain:

  • Cover letters that open with "I am thrilled to apply for the [Role Title] at [Company Name]". This is the default AI template. Use something specific.
  • Bullet points that say "leveraged synergies", "proven track record" or "passionate about excellence". Verbal filler with no substance.
  • Five paragraphs of evenly-paced prose, all the same length, with no specific anecdote.
  • Cover letters longer than 3/4 of one page for an entry-level role.
  • Tense and pronoun shifts mid-paragraph (a sign AI rewrote half of it).
  • Bragging about skills you cannot back up in an interview question.

If your draft has any of these, fix them before sending.

What to write yourself, every time

Three sentences should always be 100% you, with zero AI involvement:

  1. The opening sentence that names something specific about this company or role (not a slogan, a fact).
  2. The one anecdote that proves you can do the job (one example, one outcome, one number if possible).
  3. The closing sentence that says what you want next.

If the rest of the letter has light AI help, those three sentences are the ones the recruiter remembers.

Related

Frequently asked

Will recruiters know I used AI on my application?
For the average AI-written cover letter, yes, and they will bin it. The 2026 hiring market has seen so much AI-generated text that recruiters recognise the patterns of vague enthusiasm, smooth filler sentences, no specific anecdote and no real engagement with what the role actually does. The fix is not better prompts; it is doing the thinking yourself and using AI to sharpen the result.
Should I disclose AI use on a job application?
There is no legal requirement in Australia at the time of writing. The professional norm is converging on disclosing it when AI wrote the application, and not disclosing it when AI only edited what you wrote. If you would be embarrassed to tell the recruiter how you used it, that is your answer.
Is it OK to use AI in an online assessment for a graduate program?
Read the assessment instructions. Most major graduate programs (Big 4, banks, government grad schemes) now explicitly prohibit AI use during assessments and many have anti-cheating measures including in-person follow-up interviews where you will be asked to walk through your answers.

Sources

Last updated 2026-05-21.

ExamExplained is not a recruitment agent, registered career counsellor or licensed employment service. Guidance here is general and based on public information; for advice on your individual situation, see your school careers adviser, your university careers hub, or Workforce Australia (formerly Jobactive) at workforceaustralia.gov.au.