The intersection of generative AI (Gen AI) and job seeking has garnered significant attention, with numerous tools available to help candidates with résumés, CVs, cover letters and interview preparation. Media coverage suggests widespread adoption, but actual prevalence isn’t that clear.
To move beyond the hype and establish a clearer picture of the use of Gen AI across the broad population of job seekers, PeopleScout commissioned YouGov to conduct a comprehensive survey of 1,000 members of the UK public who had changed jobs within the previous 12 months. Our new research report, The AI-Enabled Applicant: How Candidates Are Really Using Gen AI in Recruitment, aims to provide clarity on real usage patterns and to better understand the potential implications for recruitment—especially amongst concerns that candidates might use these technologies to misrepresent their skills and experiences.
This article is the first in a series exploring the data and grappling with the implications of Gen AI use amongst candidates. Read on for three key findings from our report.
1. Gen AI Usage Amongst Candidates Isn’t as Prevalent as You Might Think
While media narratives often portray Gen AI usage as nearly universal among job seekers, our research indicates a more measured reality. Our study reveals that fewer than one in five people (18%) who changed jobs in the UK in the last year used Gen AI at any point in their job search.
This is considerably lower than media reports have suggested, and it’s lower than we were expecting given Gen AI tools have been freely available since November 2022. This calls for a reality check on the hype.
It’s easy to see how employers could see media content—alongside indicators of Gen AI use in their own candidate pools—and overestimate the frequency of Gen AI-enhanced applications. However, at this point the evidence suggests that the vast majority of job seekers from the general population are not using Gen AI to assist their job search or applications.
2. Interviews Seem Safe…For Now
Just 9% of those using Gen AI at any point in the recruitment process used it to support their pre-recorded interviews. This was unexpectedly low, given the number using it to help with résumés, CVs and applications. It may be that its value in helping to prepare and practice for interviews is less well understood or harder to achieve. For example, Gen AI tools may need more sophisticated prompting to get high quality support for interview preparation.
For candidates who used Gen AI at some point and who had a live virtual interview as part of their selection process, only 8% used Gen AI to help with this but, significantly, almost half of this group disclosed that they had used it for live support during the interview. Live interviews were previously a protected space from Gen AI use, and although this is reported by just handful of job seekers, it clearly suggests that real-time assistance during live virtual interviews is happening—and we would assume this is likely to increase.
It isn’t evident from our survey exactly what type of live Gen AI assistance candidates were using, but newer Gen AI capabilities of ‘listening’ and responding in real time with a conversational style could allow candidates to deliver inauthentic answers without detection. This is something employers are likely to want to keep under observation and consider acting on, redesigning interview questions to make it harder to use Gen AI for deceptive purposes. Despite this, our survey indicates that this kind of potentially disruptive use is low amongst job changers and not a major cause for alarm at this point.
3. No One’s Talking About It
Perhaps most revealing for employers is that of those applicants who used Gen AI, only 38% would be willing to disclose their use to employers. The remaining 62% either wouldn’t disclose or are uncertain about whether they would—a concerning reality check for employers attempting to protect the integrity of their recruitment process.
It begs the question—could this behaviour be driven by employers? According to our survey, employers rarely mention Gen AI usage in their communications with candidates. Only 5% of all job changers said their future employers spoke to them about Gen AI during the recruitment process. And for the few who did hear about it during recruitment,, 35% were told not to use it.
The number of employers failing to communicate about AI in recruiting may contribute to candidates’ reluctance to discuss their Gen AI usage with employers due to an assumption that employers’ silence on the matter indicates that Gen AI use is inappropriate or unacceptable, and to reveal use of it would negatively impact their chances of getting an offer.
Gen AI Opportunities & Risks
Navigating this complex landscape effectively often requires specialized expertise and support. Working with a talent partner with deep assessment expertise can provide crucial advantages in maintaining recruitment integrity while achieving business objectives.
As leading providers of talent assessment solutions, PeopleScout’s Assessment Design & Delivery team offers a Gen AI Opportunity & Risk Assessment Audit to provide organizations with a comprehensive review of their recruitment processes, identifying both vulnerabilities and opportunities related to generative AI throughout the candidate journey. This independent audit, grounded in psychological expertise, stress-tests each assessment element within your specific recruitment context to determine how Gen AI might impact selection accuracy and diversity outcomes. The resulting evidence-based recommendations allow employers to strategically focus resources on critical vulnerability points while potentially leveraging beneficial AI uses, enabling informed decisions about whether to accept, prevent or adapt to candidates’ use of Gen AI tools based on your organizational values and objectives.
For more Gen AI insights, download the full The AI-Enabled Applicant: How Candidates Are Really Using Gen AI in Recruitment report.
