How to Spot AI-Generated Resumes When You're Screening Hundreds of Developers

• By Avery Whitmore
• 21-09-2026
• Artificial Intelligence

When you are hiring developers, sifting through hundreds of CVs can be incredibly stressful. Every candidate will want to present themselves in the best possible light, and modern AI tools allow anybody to put together a nice resume in just a few hours.

There is nothing inherently wrong with using such tools, but it can be a huge problem if somebody uses an AI to make their resume look significantly better than it should. For hiring managers and recruiters, the issue is that it can be hard to tell the two apart.

It is one thing to simply spot an obviously AI-generated document, but it is quite another to be able to say with certainty that the claims it makes are false.

A proper screening process will always go beyond simply reviewing the language and attempt to ask specific questions about the candidate's experience, verify their knowledge, and assess their skill level.

Here are some ways you do that without pushing away potential candidates who were simply trying to improve their resumes with modern tools.

You Can Start by Looking for Generic or Overly Polished Language

Your first round of screening should aim to identify resumes that sound like they could be written by someone using AI. Developers who use these tools often use language that is supposed to be impressive, but it does not say anything about what they actually did on the job.

They tend to use phrases such as “results-driven technology professional” or "passionate innovator with extensive expertise." These are not necessarily lies, but you do not get to know anything about them.

An AI checker can serve as a tool you can use to go through a stack of applications, but you should never consider a document AI-written simply based on one result.

Detection algorithms can and will raise false positives, especially if someone writes their resume in a similarly formal tone.

When looking over a developer's resume, focus on what they say about what they have done, not what they claim to be good at.

You Can Check Whether the Resume Sounds Too Perfect

A perfectly polished resume is not suspicious per se, but an overly uniform writing style provides a reason to dig deeper.

You see, real resumes have varying levels of detail, since people often remember some projects in more detail than others. You might have been more involved in one than the other, or it may simply be fresher in your mind.

In saying that, you should be especially wary of a resume where each section is written in the same sentence pattern, which is especially prevalent in resumes generated by AI.

However, it is a good thing that such programs are becoming common, and these chatbots are increasingly being utilized as virtual assistants.

As such, you do not need to penalize the candidate for utilizing such software; your aim should be to discover the candidate’s true potential rather than weeding them out due to an unflawed presentation.

If the resume looks good, ask yourself questions, as distinguishing between a good presentation and a good performer is a crucial skill for any employer. The best resumes will include specific details about what projects they were involved with and what technologies they used to solve problems.

You Can Look for Specific Evidence Behind Every Major Claim

Strong developers usually put specific and valuable information in their resumes that explains how their experience and expertise make them perfect for your company.

Avoid vague and generic statements they give you and focus on the specific improvements they made to the applications and what exact outcomes were achieved.

The same applies to the experience of developers on websites, mobile applications, cloud infrastructures, and other common platforms.

For example, instead of saying “developed a scalable e-commerce platform,” they should argue how exactly the application was different and better in terms of scalability than other systems that already exist.

It should just clearly outline what this applicant was responsible for in their previous positions.

By screening hundreds of candidates this way, you will be able to single out the best of the best while also eliminating those whose work and achievements do not align with the vacancy they applied to.

If someone keeps listing their major accomplishments, but they have little to do with the expressed requirements of the new position, this resume might need some additional attention instead of getting automatically dismissed.

You Can Compare the Resume With the Candidate's Career Timeline

Another valuable step is to evaluate the candidate’s work experience and timeline. Examine their employment history, education, and work experience, which clearly include projects and promotions they worked on.

The important thing is to ensure that the information aligns with the timeline they mentioned.

While most developers do not follow a linear career path because they frequently change employers and work in different fields, including freelancing.

Therefore, they do not need a timeline to be strictly linear but should be consistent and believable to you.

For instance, if the candidate claims to have considerable experience in developing and leading a big team, but their timelines show they only started working in this field recently, you need to question that.

By using AI tools, it becomes easy to create a coherent timeline out of the given information.

However, the responsibility of the screening process is not to identify potentially suspicious parts of the timeline but to validate the story the applicant presents. The plausibility of the timeline is critical because it often becomes the basis for more detailed conversations during the interview.

You Can Check Whether Technical Skills Match the Projects

Developers are fond of long, tiring lists of programming languages, frameworks, databases, cloud technologies, and other various technologies. While such an extended skill set may sound impressive, it rarely represents the actual experience of a candidate.

In such cases, it might be helpful to focus more on the projects and work history described by the candidate. If there are several listed technologies but no actual projects that describe the usage of these technologies, double-check this information.

A competent developer who actually used the majority of the listed technologies would most probably be able to describe how exactly they were used in the projects.

The point is that you should not focus too much on the skills section when screening resumes. Instead, try to find if there are any mentions of application development or database management in the projects or work history.

If the candidate stated they have experience with mobile app development, look for any references to apps or software development in the projects section. It will allow you to assess the candidate better without having to interview them.

You Can Use Projects to Test Whether the Story Holds Together

Projects are great for screening developers because they give concrete topics to discuss.

While a resume may boast about the candidate’s accomplishments, the description must be detailed enough to allow for tangible verification.

Examine the problem statement, the candidate’s contribution, the technologies utilized, and the result. Ensure that the scope aligns with the claims. After all, developing a modest project for personal enjoyment is significantly different from creating a product with a substantial user base.

Walk the prospect through the details of one project during the interview and ask them to discuss the intricacies of their work, the mistakes they made, the changes they would implement, and the part they had to complete.

Candidates often reveal significantly more information than anticipated.

In particular, I find that asking the right questions is critical in assessing genuine experience, as an AI resume could create an impressive presentation of the project.

Still, the candidate must demonstrate that they can discuss the work they did on the development and the decisions they made during the process.

You Can Verify Important Claims Before Making a Decision

A resume should be your starting point, not your ending conclusion. If you have shortlisted a candidate, double-check the details relevant to the post and leave the rest alone. It does not mean you have to be intrusive about everything that has ever been a part of the candidate’s life.

Stick to professional details that help you with the decision. A candidate can be asked to describe the work they have done, the roles they have undertaken, the choices they have made, and the results they have achieved.

You can ask for specifics, even demand to see a repository of their past work if the candidate is allowed to share it.

A reference from past employers can be a good measure for higher-level positions. Ask them to describe what work the candidate was doing, what roles they were undertaking, and how cooperative or effective they were.

The idea is not to expose an AI-generated resume but to ensure you are making the right recruitment decision. Verification will give you far better results than attempting to determine whether a candidate’s paragraph was written by an AI or a human.

You Can Give More Weight to Interviews and Practical Assessments

For technical positions, a sensible practical test can provide even better evidence.

It should relate directly to the work’s realities and at the same time not be excessively long and complicated. You want to see their thinking process, problem-solving, communication skills, and reaction to mistakes.

Both facts and their expression matter, but the former seems by far more important than the latter.

This is vital to understand for future hiring, as AI technologies already allow bots to generate clean text in various languages and coding languages. Thus, emphasis must be placed on judgment, understanding, and analysis.

A person who can explain their choices and further improvements in detail may turn out to be more efficient than someone who has more relevant points on their resume.

Final Thoughts

Judging whether someone has used artificial intelligence to create their resume is not a matter of spotting sentences written by an algorithm.

It is a matter of creating a hiring process that does not rely purely on first impressions. Using AI to help craft a resume or cover letter can be useful to a job-seeker, so an applicant should not be immediately ruled out based on their use of AI to help them apply for the position.

Instead, people using AI to apply for jobs tend to have signs of obvious fabrication, gaps in career history, improbable technical skills, vague details on projects, and claims that can be easily fact-checked.

As for why companies are seeking out software developers in the first place, hiring managers would want to find people who will contribute to the company's software, websites, or applications.

A hiring process with well-thought-out steps will enable a company to find the employees that fit a position's requirements.