Use AI tools in your job search without losing your voice

The reality of AI in graduate job applications

If you have used AI to help with a job application, you are far from alone. A 2025 report found that 43% of students used AI to edit a CV or cover letter, and 35% used it to write one from scratch^[1]. A further 26% used AI to answer application form questions, and 29% used it to prepare for interviews^[1].

The graduate job market is more competitive than ever. The average UK graduate vacancy now receives 140 applications, the highest since records began in 1991^[10]. With that many people applying for the same role, it is understandable to want every advantage you can get.

At the same time, employers are catching up. 67% of large companies reported an increase in job application fraud, with AI tools seen as a key driver^[3]. And 61% of employers flagged candidates using AI during interviews without disclosure as the most common form of misconduct^[2]. The message is clear: AI is not the problem, but how you use it matters.

Where AI can genuinely help

AI tools can be a useful support in your job search, as long as you use them thoughtfully. Here are some of the ways careers experts say it is fine to use AI.

Identifying keywords and tailoring your CV

Applicant Tracking Systems (ATS) are used by most medium and large UK employers to screen CVs before a human ever reads them^[18]. AI can help you identify relevant keywords from a job description so your CV is more likely to get through the initial filter. The key is to write the content yourself, then use AI to check you have covered the right terms.

Proofreading and structure

Using AI to proofread your CV or cover letter is one of the most widely accepted uses. Prospects.ac.uk advises using AI as an editor, not an author, especially for writing-heavy roles where originality matters^[21]. This means asking AI to check for typos, improve sentence flow, or suggest a clearer structure, rather than asking it to write the whole thing for you.

Interview preparation

Practising interview questions with AI can be a low-pressure way to build confidence. 29% of students have already used AI to prepare or practise for interviews^[1]. You can ask it to generate likely questions based on the job description, then practise your answers out loud. Just remember that your real interview answers should sound like you, not a script.

Exploring career options with LinkedIn's AI tools

LinkedIn has introduced AI-powered job search features that use natural language queries to help you find roles that match your skills and interests^[25]. You can ask questions like "What marketing roles are available in Manchester that need project management skills?" and get personalised results. LinkedIn also offers a 'People Search' feature that helps you find connections who can refer you to specific companies^[26]. These tools are designed to help you discover opportunities, not replace the work of putting together a strong application.

What to avoid

The line between acceptable and unacceptable AI use is fairly clear, but it is worth spelling out so you can make informed choices.

Never fabricate experiences or qualifications

Inventing experiences, skills, or qualifications is never acceptable, whether you use AI or not^[22]. 45% of large companies have already discovered a job applicant who provided false information about their qualifications^[3]. Many employers check credentials too: 52% of large businesses verify all academic qualifications^[20].

Do not use AI to complete tests or assessments

9% of students have used AI to complete online or psychometric tests, and 3% have used it during interviews^[1]. These are clear red flags for employers. The ISE found that 15% of employers reported frequently encountering cheating in 2025, up from 7% the year before^[2]. Most assessment platforms now have anti-cheating measures, and getting caught can damage your reputation with employers for future applications too.

Do not let AI replace your voice

AI-generated content tends to have telltale signs: American spellings like 'optimization' and 'center', overused phrases like 'spearheaded', generic triplet lists with Oxford commas, and a lack of specific detail about your actual experience^[19]. Recruiters who read dozens of CVs a day can spot these patterns. If your CV sounds like it could have been written by anyone, it will not help you stand out.

Keeping your authentic voice

Authenticity is the single biggest advantage you have over AI. A human-written application with specific examples, personal voice, and genuine enthusiasm will always be more memorable than a polished but generic one.

Use AI as an editor, not an author

The best way to think about AI is as a supportive second pair of eyes. Write your CV and cover letter yourself, drawing on your own experiences and using your own words. Then ask AI to help with proofreading, structure, or checking you have included relevant keywords. The final product should still sound like you.

Prospects.ac.uk guidance sums it up well: acceptable AI use includes editing, grammar, and structure; inventing experiences or motivations is not acceptable^[22]. Write for humans first, but use clear headings and simple formatting for ATS compatibility^[22].

Be specific about your experience

The easiest way to make your application stand out is to include concrete examples. Instead of saying 'I have good communication skills', say something like 'I presented my team's research findings to a panel of 20 academics and answered questions on our methodology.' Specific details like this are hard for AI to generate convincingly, and they give recruiters a real sense of what you can do.

Be transparent if you are unsure

49% of employers have no problem with candidates using AI tools at all, and only 10% have banned AI outright^[7]. But 45% of employers have not provided any guidance on appropriate AI use^[7], so it is not always clear where the line is. If you are unsure about a particular use of AI, check the employer's application guidance or ask your university careers service. 84.6% of employers support universities providing AI training for ethical use in job applications^[23].

How employers are using AI in recruitment

It is worth understanding what happens on the other side of the application process too. Employers are increasingly using AI in recruitment, and knowing this can help you tailor your approach.

AI screening and ATS systems

21% of employers were already using AI in selection and assessment in 2024, up from 9% in 2022^[6]. 62% expect to use AI in recruitment within five years^[6]. Most commonly, AI is used in gamified assessments (15% of employers) and psychometric tests (8%)^[9]. AI-only systems are still rare, and most employers prefer a human-centric approach^[9].

The UK Government's 'Responsible AI in Recruitment' guidance, published in January 2025, advises employers to enable anonymised screening modes in their ATS to reduce unconscious bias^[18]. This means that in many cases, the first person to read your application will not see your name, age, or university.

Employer concerns about bias

71% of employers say they prefer a human-centric approach to recruitment, and 67% are concerned about bias in AI decision-making^[9]. The Equality and Human Rights Commission has warned that AI safeguards in the UK are 'inadequate' and has made AI in recruitment a top regulatory priority^[16]. Research funded by the Government found that AI CV screening tools risk amplifying systemic biases if trained on historically prejudiced data, with some large language models exhibiting racial and gender bias when sorting CVs^[17].

This matters because it means employers are actively thinking about fairness in their AI tools. If you are concerned about how your application is being processed, you have rights.

Your rights as a jobseeker

The UK's regulatory landscape around AI in recruitment has developed rapidly. Here is what you need to know about your rights.

The right to know if AI is being used

The Information Commissioner's Office (ICO) has published guidance making clear that you have the right to know if automated decision-making is being used in your application^[15]. This includes being told if AI is screening your CV, assessing your answers, or ranking your application.

The right to challenge a decision

If you believe an automated decision has been unfair, you have the right to challenge it and request a human review^[15]. The ICO's 'Recruitment Rewired' outcomes report from March 2026 emphasises that employers should ensure consistent human involvement in AI-driven recruitment and monitor for bias and fairness^[14].

The right to fair treatment under the Equality Act 2010

The Equality Act 2010 applies to AI-driven recruitment decisions just as it does to human ones^[16]. If you believe you have been discriminated against by an AI system during recruitment, the same protections apply.

It is worth keeping an eye on the ICO and EHRC websites for the latest guidance, as this area of regulation is developing quickly. [Internal link: GradIRL wellbeing category]

Looking ahead: AI and your career

It is understandable to feel uncertain about AI's impact on your career prospects. 35% of early careers respondents felt AI had decreased their career opportunities, and 41% lacked confidence in developing AI-related skills^[4]. 13% of graduates have already changed their career plans due to AI, and a further 34% are considering it^[5].

But there is also good news. 53% of employers expect entry-level hiring to remain stable over the next three years, and none expect full automation of entry-level tasks within that timeframe^[11]. 16% of graduates actually felt AI created more career opportunities for them^[4]. The key is to build your understanding of AI as a tool you can use, rather than something to fear.

Nearly 1 in 5 graduates have already used generative AI as a source of careers advice, and 84% of those found it helpful^[24]. Used wisely, AI can help you find roles you might not have discovered, prepare more effectively for interviews, and present your best self on paper. The goal is to let the technology support your application, not replace the person making it.

Sources

[1] Prospects / Luminate and ISE, "AI and Early Careers Report" — https://luminate.prospects.ac.uk/ai-and-early-careers

[2] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[3] YouGov/Hedd (Jisc), survey of 526 HR decision-makers — https://www.prospects.ac.uk/prospects-press-office/employers-report-rise-in-ai-driven-cv-fraud

[4] Prospects Luminate, "Early Careers Survey 2026" — https://luminate.prospects.ac.uk/early-careers-survey

[5] Prospects / Luminate and ISE, "AI and Early Careers Report" — https://luminate.prospects.ac.uk/ai-and-early-careers

[6] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[7] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[8] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[9] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[10] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[11] Prospects / Luminate and ISE, "AI and Early Careers Report" — https://luminate.prospects.ac.uk/ai-and-early-carrers

[12] Department for Science, Innovation and Technology, "Responsible AI in Recruitment" — https://www.gov.uk/government/publications/responsible-ai-in-recruitment-guide/responsible-ai-in-recruitment

[13] UK Legislation, Data Protection Act 2018 Regulations 2026 — https://www.legislation.gov.uk/uksi/2026/425/made

[14] Information Commissioner's Office, "Recruitment Rewired" outcomes report — https://ico.org.uk/about-the-ico/what-we-do/recruitment-rewired/

[15] Information Commissioner's Office, "Here's what jobseekers need to know about automated recruitment decisions" — https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2026/03/here-s-what-jobseekers-need-to-know-about-automated-recruitment-decisions/

[16] Equality and Human Rights Commission, "AI safeguards 'inadequate', watchdog warns" — https://www.equalityhumanrights.com/ai-safeguards-inadequate-watchdog-warns

[17] Government Digital Service / DSIT, "Responsible AI in Recruitment" — https://www.gov.uk/government/publications/responsible-ai-in-recruitment-guide/responsible-ai-in-recruitment

[18] GOV.UK, "Responsible AI in Recruitment" and Prospects.ac.uk careers advice — https://www.gov.uk/government/publications/responsible-ai-in-recruitment-guide/responsible-ai-in-recruitment

[19] Prospects.ac.uk, "Using generative AI in job applications" — https://www.prospects.ac.uk/careers-advice/getting-a-job/using-generative-ai-in-job-applications/

[20] YouGov/Hedd (Jisc), survey of 526 HR decision-makers — https://www.prospects.ac.uk/prospects-press-office/employers-report-rise-in-ai-driven-cv-fraud

[21] Prospects.ac.uk, "Using AI in job applications: tips for CVs and cover letters" — https://www.prospects.ac.uk/careers-advice/getting-a-job/using-generative-ai-in-job-applications/

[22] Prospects.ac.uk, "AI, CVs and applications: Your questions answered" — https://www.prospects.ac.uk/ai-cvs-and-applications-your-questions-answered/

[23] Institute of Student Employers, "ISE Student Recruitment Survey 2025" — https://ise.org.uk/knowledge/research/491/ise_student_recruitment_survey_2025/

[24] Prospects / Luminate and ISE, "AI and Early Careers Report" — https://luminate.prospects.ac.uk/ai-and-early-careers

[25] LinkedIn Help and LinkedIn Engineering Blog — https://www.linkedin.com/help/linkedin/answer/a6889044

[26] LinkedIn Engineering Blog — https://www.linkedin.com/blog/engineering/ai/building-the-next-generation-of-job-search-at-linkedin