How to Use AI to Improve Your CV, Cover Letter and Job Applications

How to Use AI to Improve Your CV, Cover Letter and Job Applications

If you’re reading this, you’re probably either already using AI in your job search or trying to work out whether it’s something you should be using.

AI can feel like the ultimate time saver as a single prompt can write your CV, cover letter and answer any screening questions. While that can be tempting, in our experience the most useful way to use AI is not to write content for you, but to use it as a review partner.

A good CV or cover letter still needs to sound like you. When we review applications, we’re not just looking for the right keywords or perfectly structured sentences, we’re trying to understand the person behind the content.

That’s where relying too heavily on AI-generated content can work against you because applications start to sound the same. The structure might be polished, but the personality disappears, and personality matters.

What AI can do very well is help you pressure-test how clearly your experience comes across.

·       Does your CV really show the strengths you think it does?

·       Does a job description reveal priorities you might have missed?

·       Does your cover letter clearly connect your experience to the role you’re applying for?

Below are some prompts you can use to review and strengthen your CV, and cover letter, without losing your own voice.

1.   Identify What a Recruiter Would Actually Notice in Your CV

Prompt:

Act as an experienced recruiter reviewing my CV for the first time.

In less than 30 seconds of reading, tell me:

• What type of professional you think I am
• The three strengths that stand out most
• Any areas that are confusing or unclear
• Whether the CV quickly communicates my value

Suggest specific improvements I should make, but do not rewrite my CV.

CV: [paste here or attach]

2.     Test Whether Your CV Matches the Job You Are Applying For

Prompt:

Compare my CV with the job description below.

Identify:

• Where my experience clearly aligns with the role
• Where the job description expects experience that is not obvious in my CV
• Which achievements I should emphasise more strongly
• Any keywords or skills that appear important in the job description but are missing from my CV

Suggest improvements without rewriting my CV.

Job description: [paste here or attach]
CV: [paste here or attach]

3.     Improve the Impact of Your CV Achievements

Prompt:

Review the CV bullet point below and evaluate it based on the following:

Does it clearly explain what I did? Does it show the impact of my work? Does it include evidence such as results, scale or outcomes?

Suggest ways I could improve the bullet point to make the achievement clearer and more compelling, but do not rewrite it.

CV bullet point: [paste here]

4.     Strengthen Your Professional Summary

Prompt:

Review my professional summary and assess whether it clearly communicates:

My level of experience. My key areas of expertise. The types of roles or industries I work in. The value I bring to employers.

Identify anything that feels vague or generic and suggest specific improvements without rewriting the summary.

Professional summary: [paste here]

5.     Understand What the Job Description Is Really Asking For

Prompt:

Analyse this job description and identify:

The three most important responsibilities in the role. The skills or experience the employer is most likely prioritising. Any themes that appear repeatedly throughout the description. The type of candidate the company is most likely hoping to hire.

Job description: [paste here or attach]

6.    Test Whether Your CV Shows Evidence of Impact

Prompt:

Review my CV and identify:

Where I clearly demonstrate measurable impact or outcomes. Where my experience sounds descriptive but lacks evidence. Where I could strengthen my examples by adding results, scale or context.

Suggest improvements without rewriting my CV.

CV: [paste here or attach]

7.    Test Whether Your CV Clearly Communicates Your Strengths

Prompt:

After reviewing my CV, tell me:

• What you think my strongest skills are
• What type of roles I appear most suited for
• Whether my career progression makes sense
• Whether anything important appears to be missing

CV: [paste here or attach]

8.    Review Your Complete Application

Prompt:

Review my CV, cover letter and LinkedIn summary together and tell me:

• Whether they present a consistent professional story
• Whether my strengths and experience are easy to understand
• Whether my positioning feels credible for the roles I am targeting

Suggest improvements without rewriting the content.

CV: [paste here or attach]
Cover letter: [paste here]
LinkedIn summary: [paste here]

If you’d like an extra set of expert eyes on your CV, the team at Handle can help. Our recruiters review thousands of applications every year and understand what employers are really looking for. You can upload your CV and connect with our team below:

Share your CV

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About Handle Recruitment

We opened the doors in 1978 and built our reputation in the music industry. We quickly realised that a great brand is not always a household name. A great brand is something people connect with, not just a place they work. Somewhere that helps them become better at what they do. It could be a record label, it could be in media, it could be a tech start-up.

• Supporting Great People in Marketing | Finance | HR | Office Support | Sales | Legal | Event Operations | Post-Production.

• The Talent Solutions we provide, Permanent, Temporary and Interim Recruitment | People Consultancy | Outsourced Freelancer Payroll & Compliance.

• The Industries we support: Music | Film | TV | Entertainment | Fashion | Live Events | Sport | Publishing | Post-production.

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