Interview integrity statistics 2026: AI help, stand-ins and deepfake candidates
In 2026 surveys, 40% of US managers who hire say they have interviewed a candidate later found using a false identity, 35% say someone other than the applicant took part in a virtual interview, and about one in five job seekers say they have used AI in a live interview.
On this page
- Introduction
- Stand-ins and false identities in interviews
- AI help during live interviews
- Deepfakes and altered video in interviews
- Trust in remote interviews
- Cost, and hires that got through
- Organised schemes: government and company reports
- How employers are responding
- A forecast, labelled as one
- What these numbers mean for a hiring team
- Numbers we left out
- How to cite this page
- Frequently asked questions
Key takeaways
- Stand-ins reach live interviews. 35% of US hiring managers say someone other than the listed applicant has taken part in a virtual interview (Checkr, 2025). 6% of job candidates told Gartner they had taken part in interview impersonation (2025).
- False identities are reported more often. 40% of US hiring managers have interviewed a candidate later found to be using a false identity, up from 31% in 2025 (Checkr, 2026).
- AI help during live interviews is common. 22% of US job seekers say they use AI during real-time interviews (Resume Genius, 2026); 20% of US professionals on Blind say they have secretly used AI in a job interview (2025).
- Deepfakes are a minority, but present. About 17% of US hiring managers say they have met candidates using deepfake technology in video interviews (Resume Genius via Fortune, 2025).
- Confidence is low. 23% of US hiring managers are extremely confident their process would catch a candidate who is not who they claim (Checkr, 2026).
- It is organised, too. The US Department of Justice says North Korean IT workers obtained jobs at more than 100 US companies (June 2025).
- Forecast, not today: Gartner predicts that by 2028, 1 in 4 candidate profiles worldwide will not be genuine.
Every number below links to its source, with the sample and date.
This page collects published numbers on interview integrity: hidden AI help, stand-ins, deepfake candidates and organised hiring schemes. We list each number in the source's own words, say who asked whom and when, and mark what kind of source it is. Most are surveys run by companies that sell hiring or identity products, so read them as signals, not census counts. Government sources are marked as such.
Stand-ins and false identities in interviews
| Number | What the source says | Source, sample, date |
|---|---|---|
| 40% | "interviewed a candidate later found to be using a fake identity" (up from 31% in 2025) | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
| 35% | "someone other than the listed applicant has participated in a virtual interview" | Checkr, The Hiring Hoax 2025: survey of 3,000 US managers involved in hiring, published September 16, 2025. Vendor survey. |
| 6% | of job candidates "participated in interview fraud", posing as someone else or having someone pose as them | Gartner survey of 3,000 job candidates, Q2 2025, reported by HR Dive on August 8, 2025. Analyst survey. |
| 22.4% | of recruiters "confirmed a deepfake or identity swap in a video interview"; 16.3% more suspected one | Pin deepfake candidate report: in-app survey of 475+ recruiters, April to October 2026, self-selected. Vendor survey. |
| 100 of 827 | "out of 827 applications for a software developer job, about 100 were attached to fake identities" | Pindrop CEO on his own hiring, reported by Fortune, April 14, 2025. One company's count. |
AI help during live interviews
| Number | What the source says | Source, sample, date |
|---|---|---|
| 22% | "of candidates already use AI during real-time interviews" | Resume Genius 2026 Job Seeker Insights: 1,000 active US job seekers, from March 16, 2026, reported by Newsweek. Vendor survey. |
| 20% | of US professionals "have secretly used AI tools during job interviews"; 55% agree it "has become the new norm" | Blind: 3,617 verified users, April 10 to 20, 2025. App users, not a national sample. |
| 65% | of US hiring managers "have caught applicants using AI deceptively", including reading AI scripts (32%) | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
| 91% | of US recruiters "have spotted candidate deception" | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
Deepfakes and altered video in interviews
| Number | What the source says | Source, sample, date |
|---|---|---|
| 17% | "of hiring managers say they've encountered candidates using deepfake technology" | Resume Genius survey of 1,000 US hiring managers, early 2025, reported by Fortune on April 14, 2025. Vendor survey. |
| 18% | of US hiring managers who caught deceptive AI use saw applicants "showing up as deepfakes" | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
| 36% | of US job seekers "have used AI to alter their appearance, voice, or background during video interviews" | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
| 74% | of US hiring teams are "more concerned about fake credentials, deepfakes, or misrepresented experience" than a year ago | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
Trust in remote interviews
| Number | What the source says | Source, sample, date |
|---|---|---|
| 60% | say AI has made virtual interviews "harder to trust" (51% in 2025) | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
| 68% | believe candidates are "better at faking their identities with AI" than companies are at detecting them | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
| 23% | are "extremely confident their hiring process would catch a fraudulent candidate" | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
| 28% | "have knowingly advanced a candidate despite suspecting dishonesty" to fill a role quickly | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
| 38% | "suspect a fraudulent employee is already working at their company undetected" | Checkr, The Hiring Hoax 2026: survey of 3,000 US managers involved in hiring, fielded September 11 to 16, 2026, published October 15, 2026. Vendor survey. |
Cost, and hires that got through
| Number | What the source says | Source, sample, date |
|---|---|---|
| 23% | "report losses of more than $50,000 in the past year"; 10% say losses exceeded $100,000 | Checkr, The Hiring Hoax 2025: survey of 3,000 US managers involved in hiring, published September 16, 2025. Vendor survey. |
| 41% | of IT, cybersecurity and risk leaders surveyed say their company "hired and onboarded a fraudulent candidate" | GetReal Security survey of 600+ leaders, fielded September 2025, released December 11, 2025, reported by Security Magazine. Vendor survey. |
| 42% | of such candidates "successfully navigate pre-hire screening and take up their roles"; 68% of those caught before hire were caught by "human instinct" | HYPR survey of 500 US HR leaders, 2026, reported by Infosecurity Magazine. Vendor survey. |
Organised schemes: government and company reports
| Number | What the source says | Source, sample, date |
|---|---|---|
| 100+ companies | North Korean IT workers "successfully obtained employment with more than 100 U.S. companies"; identities of "more than 80 U.S. persons" compromised; "29 known or suspected laptop farms" searched in 16 states; "at least $3 million" in damages | US Department of Justice, June 30, 2025. Government source. |
| On camera | North Korean IT workers pay Americans to appear on camera, verify false identities and keep work laptops online | FBI Public Service Announcement I-101326-PSA, October 13, 2026 (copy hosted by the American Hospital Association). Government source. |
| 1,800+ | Amazon "blocked more than 1,800 suspected North Korean job applications since April 2024"; such applications rose 27% quarter over quarter in 2025 | Amazon's Chief Security Officer, December 2025, reported by Staffing Industry Analysts. Company statement. |
| 320+ companies | the group CrowdStrike calls FAMOUS CHOLLIMA "infiltrated over 320 companies" in 12 months, up 220%, using AI for resumes and "deepfake interviews" | CrowdStrike 2025 Threat Hunting Report, July 2024 to June 2025, released August 4, 2025. Security vendor telemetry. |
| 4 interviews | KnowBe4 hired a remote principal software engineer after four video interviews; the work laptop began loading malware on arrival | KnowBe4 CEO's blog, July 2024. Company statement. |
How employers are responding
| Number | What the source says | Source, sample, date |
|---|---|---|
| 39% | of US hiring managers are "conducting more in-person interviews" | Greenhouse 2025 AI in Hiring Report: 4,136 respondents in the US, UK, Ireland and Germany (US: 1,200 job seekers, 665 recruiters and hiring managers), November 19, 2025. Vendor survey. |
| adds at least one in-person round "just to make sure the fundamentals are there" | Google's CEO on the Lex Fridman podcast, June 2025, reported by Entrepreneur. Company statement. | |
| McKinsey | asks hiring managers for at least one in-person meeting before an offer | The Wall Street Journal, August 2025, reported by Entrepreneur. Press report. |
A forecast, labelled as one
| Number | What the source says | Source, sample, date |
|---|---|---|
| 1 in 4 by 2028 | Gartner predicts that by 2028, 1 in 4 candidate profiles worldwide will be "fake". This is a prediction, not a measured rate for today. | Gartner prediction, July 31, 2025, reported by HR Dive. Analyst forecast. |
What these numbers mean for a hiring team
Across these sources the same pattern shows up: interviewers often notice that something is off, but they cannot prove it on a video call, so teams spend senior interview time on candidates who are not who they seem, add in-person rounds, or let a doubt pass. Background checks and ID checks at onboarding confirm a document. They do not confirm that the person on the call is the person you will hire.
A check on the call itself closes that gap. Verified Call checks the person on a video call, before and during it, without joining: it looks for AI tools hidden from screen sharing, tells a direct camera from camera software, and checks the face stays the same person's. Our own test results, false alarms included, are on the Research page. For what to look for by hand, see how to keep outside help out of video interviews. To compare vendors, see cheating detection tools.
Numbers we left out
- "A bad hire costs 30% of first-year earnings", often credited to the US Department of Labor. We could not find a Department of Labor publication that says this.
- Cost-of-a-bad-hire figures credited to SHRM. They vary from site to site, and the SHRM article we found quotes one recruiter, not SHRM research.
- A figure on engineering leaders and skills assessment that we found only in second-hand write-ups.
If you know a primary source for any of these, or a number we should add, write to [email protected].
How to cite this page
Please cite the original source for each number, linked in the tables. To cite this collection: Verified Call, "Interview integrity statistics 2026", https://verifiedcall.app/guides/interview-integrity-statistics, updated October 29, 2026.
Frequently asked questions
How common are stand-ins in video interviews?
In Checkr's 2025 survey of 3,000 US hiring managers, 35% said someone other than the listed applicant had taken part in a virtual interview. In a 2025 Gartner survey of 3,000 job candidates, 6% said they had taken part in interview impersonation.
How many candidates use AI during job interviews?
In a 2026 Resume Genius survey of 1,000 US job seekers, 22% said they use AI during real-time interviews. In a 2025 Blind survey of 3,617 verified professionals, 20% said they had secretly used AI tools during job interviews.
How common are deepfake candidates?
About 17% of US hiring managers in a 2025 Resume Genius survey said they had encountered candidates using deepfake technology in video interviews. In Pin's self-selected 2026 survey, 22.4% of recruiters said they had confirmed a deepfake or identity swap.
Will 1 in 4 candidate profiles be "fake" by 2028?
That is a Gartner forecast from July 2025, not a measured rate. Gartner predicts that by 2028, 1 in 4 candidate profiles worldwide will not be genuine.
What does "hiring fraud" mean?
It usually means the person who applies, interviews or starts the job is not who they say they are, or gets answers from someone or something else: a stand-in in the interview, a face swap, a hidden AI answer tool, or a different person working after hire. For the main types and where to check for each, see how to check for each type.
Answered in other guides
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