Job Harbour

How to Write a Resume With AI Without Sounding Generic

Job Harbour team
· 7 min read
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Key takeaways

  • ✓Start with a bank of real duties, tools, results and qualifications before asking AI to write anything.
  • ✓Give AI one Australian job ad and ask for a gap comparison before you ask for rewritten resume wording.
  • ✓Keep only wording you can support with a real example, especially for licences, qualifications and key selection criteria.
  • ✓Remove personal and confidential information before sharing your resume with a public AI tool.
  • ✓Check truth, fit, clarity, Australian English, privacy and your own voice before sending the tailored resume.

To write a resume with AI without sounding generic, start with your own evidence and one specific Australian job ad, then ask AI to organise, compare and edit it. Keep every qualification, duty, tool and result truthful, and remove any wording you could not explain in an interview.

Read this first

AI can improve structure and wording, but it cannot verify your work history or make a missing qualification real. Use it as an editor for your evidence, not as the person who invents your career.

Why does an AI resume sound generic?

An AI resume sounds generic when the prompt contains no evidence about what you did, where you did it or what changed afterwards. A blank request to write a resume gives the tool room to fill the page with familiar labels such as reliable, results-driven and excellent communicator.

For example, a warehouse worker who writes only warehouse duties may get a vague line about supporting operational efficiency. A more useful starting note is that they checked inbound cartons against manifests, used a handheld scanner and reported damaged stock before put-away.

The fix is to start with a target role, then connect your own examples to one vacancy. The Australian Government's Job Jumpstart recommends scanning an ad for keywords, researching the employer, preparing a pitch and matching relevant experience to what the employer asks for.

An enrolled nurse can apply that approach by choosing one residential care role and gathering evidence about observations, documentation, escalation and personal care. That gives AI something specific to organise, without giving it permission to add medication administration or a registration the nurse does not hold.

What should you give an AI tool before asking it to write?

Give AI a short evidence bank before you request a draft. It can be rough notes in your phone, a document or an older resume.

  1. Record each role: Add the job title, employer type and dates.
  2. List real work: Note the duties, tools, systems and equipment you actually used.
  3. Capture a situation: Write down a busy period, customer need, safety issue or problem you handled.
  4. Describe your action: Say what you did, who you worked with and what changed.
  5. Check results: Add a real number, deadline, volume or customer outcome only when you can verify it.
  6. Add training: List qualifications, licences, tickets and relevant TAFE study that you actually hold.

Use this prompt: Organise these notes into a resume evidence bank. Do not add facts, numbers, qualifications, employers, tools or responsibilities. Mark missing information as a question.

Want a quick, honest read before you spend time tailoring? Check your fit for free with Job Harbour to see what the ad asks for that your resume does not show yet.

Tip

If you do not know an exact result, describe the change without guessing a percentage or dollar value. Clear evidence such as reduced duplicate checks during an afternoon shift is stronger than an invented productivity figure.

How do you use AI to tailor a resume to one job ad?

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Use AI to compare one job ad with your evidence, then decide which suggested connections are fair. Do not ask it to make one resume equally fit retail, construction, aged care and office administration.

  1. Choose the exact role: Pick the vacancy you are applying for now, such as warehouse storeperson, personal care assistant, enrolled nurse, retail team member or administration officer.
  2. Read the ad yourself: Highlight duties, qualifications, licences, software, availability, location and application questions.
  3. Sort the requirements: Put each item into evidence you have, evidence you partly have, or a genuine gap.
  4. Request a comparison: Paste a redacted resume, your evidence bank and the ad. Ask for requirement, evidence shown, evidence to clarify and genuine gap.
  5. Tailor the top third: Edit the target title, short profile, skills snapshot and first few experience bullets before less relevant detail.

If an ad asks for stock reconciliation and your resume says checked deliveries, AI can flag the possible connection. You decide whether you really reconciled stock, or whether the safer wording is checked deliveries against manifests.

Resume task Useful AI request Your responsibility
Organising notes Group my evidence under relevant sections Confirm every detail is yours
Matching an ad Compare the ad with my resume and flag missing evidence Decide whether each match is genuine
Rewriting a bullet Make this clearer without changing meaning Check the wording still describes what happened
Finding gaps List requirements I have not demonstrated Do not hide a qualification or skills gap

How can you make AI-written resume wording sound human?

Make AI wording sound human by naming the work, setting and outcome in plain language. Remove adjective strings and keep the words you would use when explaining the task to a supervisor.

Before

Illustration only: Responsible for customer service.

After

Illustration only: Assisted around 80 shoppers a shift at a suburban hardware store and processed returns at the service desk.

The stronger line works because the example is testable. If the number is not recorded, replace it with a truthful description such as served customers during the morning rush.

For an enrolled nurse, a specific illustration could be: Completed routine observations, documented changes and escalated concerns to the registered nurse during residential care shifts. It leaves room to discuss the documentation system and setting without claiming a scope of practice that was not held.

Copy and fill in

I am a [ROLE] with [NUMBER] years in [SETTING], where I [ONE RESULT].

Filled in

I am a warehouse storeperson with 3 years in freight distribution, where I picked and dispatched daily orders on schedule using RF scanners.

Job Harbour can tailor your existing resume and write a matching cover letter for the exact ad, while keeping the experience you provide as the source of truth.

What should you never let AI invent?

Never let AI invent anything you would have to defend as your own experience. That includes:

  • Qualifications, registrations, licences or checks you have not completed.
  • Employers, job titles, dates, duties, software, equipment or industries you did not work with.
  • Percentages, dollar values, team sizes, sales figures or safety results you cannot verify.
  • Personal stories for key selection criteria that did not happen to you. Key selection criteria are the capabilities or examples an employer asks you to address.
  • Availability, work rights or location details that are not true.

If an application asks for a situation, task, action and result, AI can help you arrange a real example into that order. It cannot supply the situation or turn a weak example into a true one.

Services Australia and the Australian Taxation Office both tell applicants to represent their own skills and experience honestly, critically check AI suggestions and be ready to speak about their own work in interviews or assessments. They also warn that AI can create inaccurate or generic content and that sharing personal or sensitive information can create privacy risks.

Before you paste a resume into a public tool, remove contact and confidential details such as your address, phone number, email, referee contact details, employee numbers, customer information and workplace secrets. Use placeholders such as [employer], [suburb] and [software name] until you are ready to add details yourself, and check the tool's privacy and data-use terms.

How do you check an AI-assisted resume before sending it?

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Check an AI-assisted resume in six passes before you send it.

  1. Check truth: Match every name, date, number, tool and qualification to your records.
  2. Check fit: Make sure the top third points to this role and shows the strongest evidence from this ad.
  3. Check clarity: Replace jargon with words a busy reader can understand quickly.
  4. Check Australian detail: Confirm spelling, licence names, locations and role terminology.
  5. Check privacy: Remove information that the employer does not need for this application.
  6. Check voice: Read every bullet aloud and delete any phrase you would never say about yourself.

Keep a master resume with your full history and save a tailored copy for each application. Record the ad, date, version sent and follow-up task so one application's wording does not quietly become an inaccurate claim in the next one.

Applying from your phone? Add the free Send to Job Harbour button to import a SEEK, LinkedIn or Indeed ad into Job Harbour and keep it attached to the resume work for that application.

Where to start this week

Start with one target role and one truthful evidence bank.

  1. Choose one Australian vacancy: Highlight its duties, licences, tools and application questions.
  2. Write six evidence notes: Use your work, study, volunteering or placements.
  3. Ask AI for a gap comparison: Do this before asking it to rewrite any resume bullets.
  4. Read the final resume aloud: Check each claim and save the tailored version with the ad and date.

Frequently asked questions

Can I use ChatGPT to write my resume?

Yes. Use it to organise real experience, compare your resume with a specific job ad, improve clarity and proofread. Do not let it invent qualifications, duties, employers, numbers or achievements, and edit every suggestion before you apply.

How do I make an AI resume sound less generic?

Give the tool specific evidence about what you did, which tools you used, the setting and what changed. Remove broad adjectives and replace them with a short example that you could explain in an interview.

Should I paste a job description into an AI tool?

You can use a job ad to compare its requirements with your real experience. Redact personal or confidential information first, ask for a gap analysis before rewritten content, and keep only suggestions that are accurate.

What should I remove before uploading my resume to AI?

Remove your address, phone number, email, referee contact details, employee numbers, customer information and confidential workplace material. Use placeholders, then review the tool's privacy and data-use terms before sharing anything.

Can AI write a key selection criteria response?

It can help organise a real example into a clear situation, task, action and result. It should not create a story, responsibility or outcome that did not happen to you, and you should be able to discuss the example without AI in an interview or assessment.

Sources

  1. Four steps to tailoring your resume
  2. Artificial Intelligence guidelines when applying for a job with us
  3. Guidelines for AI use in recruitment