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Is the CV Written by AI or Human: Recruiter Guide to Spotting AI-Generated Resumes
2025-09-28 Is the CV Written by AI or Human: Recruiter Guide to Spotting AI-Generated Resumes

The resume that just landed in your ATS is… perfect. The formatting is flawless, the grammar is impeccable, and it’s packed with all the right keywords. A few years ago, you’d have hit the "phone screen" button immediately. Today, your first thought is: "Did a human write this, or is this AI?"

With the rise of powerful tools like ChatGPT, candidates are increasingly using AI to craft and polish their resumes. While this can be a great way to get a strong first draft, an over-reliance on AI creates a generic, soulless document that raises red flags for experienced recruiters.

So, how can you separate the genuinely qualified human from the perfectly polished bot? Here are the 5 tell-tale signs a resume was written by AI.

1. The "Buzzword Buffet" with No Substance

AI models are trained on millions of documents, including countless generic resumes and job descriptions. This leads to a heavy reliance on overused corporate buzzwords and action verbs.

  • The Red Flag: Phrases like "leveraged cross-functional synergies," "orchestrated robust paradigms," or "drove innovative solutions to maximize efficacy" are used liberally but feel disconnected from the actual role.

  • How to Spot It: Look for vague statements that sound impressive but don't actually say anything. A human resume will use specific, concrete language. Instead of "responsible for optimizing operational efficiency," a human might write, "Reduced report generation time by 30% by automating data pulls in Excel."

2. Vague, Repetitive, and Non-Measurable Accomplishments

AI is great at constructing grammatically correct sentences, but it struggles to invent specific, quantifiable achievements. It often defaults to describing responsibilities rather than accomplishments.

  • The Red Flag: Bullet points that read like a job description. You'll see a lot of "Responsible for managing social media accounts" or "Tasked with leading the sales team." Where are the numbers, the percentages, the tangible outcomes?

  • How to Spot It: Probe for the "so what?" Ask yourself: "What was the impact of this task?" If you can't find a single metric (e.g., "increased engagement by 15%," "grew revenue by $50K," "reduced costs by 10%"), it's a major warning sign.

3. A Generic, "One-Size-Fits-All" Feel

An AI-generated resume often lacks a clear narrative or personality. It’s designed to please an algorithm, not a human reader. It will tick all the keyword boxes for an ATS but feel sterile and impersonal.

  • The Red Flag: The resume could be for anyone. There's no unique flair, no personal projects that stand out, and no clear story of career progression. The "Summary" or "Objective" section will be exceptionally bland and interchangeable with hundreds of others.

  • How to Spot It: See if the resume feels like it was tailored for your specific role and company. A human candidate who is genuinely interested will often include a small, personal touch or clearly connect their skills to the company's mission.

4. Perfectly Flawless (and Sometimes Incorrect) Language

Humans make small errors. We might have a slightly inconsistent comma, a unique turn of phrase, or a personal writing style. AI-produced text is often unnaturally perfect and formal.

  • The Red Flag: The language is uniformly formal and lacks the subtle imperfections of human writing. Sometimes, in its quest for perfection, AI will even use words in a slightly "off" context or make up a plausible-sounding but fake company name or credential (a phenomenon known as "hallucination").

  • How to Spot It: Read the resume aloud. Does it sound like a real person, or a corporate manual? Also, cross-reference company names, certifications, and software tools. An AI might list a slightly wrong version of a well-known software.

5. The "Uncanny Valley" of Formatting

While AI can create clean templates, it can also get strangely rigid. The formatting might be too perfect, with an over-reliance on specific section headings and a predictable, blocky structure.

  • The Red Flag: A resume that looks like it came straight from an AI template generator, with sections like "Core Competencies," "Professional Experience," and "Education" laid out in a very standardized, almost robotic way.

  • How to Spot It: Compare it to other resumes you receive. Does it lack the slight formatting variations, creative touches, or personal design choices that human applicants make? Many human-crafted resumes use modern, visually appealing templates that AI generators have not fully caught up with.

What to Do If You Suspect an AI Resume

Don't automatically disqualify the candidate. Using AI as a tool isn't inherently bad, but it can signal a lack of original thought or effort. The solution is to dig deeper in the screening process.

  • The Phone Screen is Your Best Friend: Ask behavioral questions that require specific examples. "Tell me about a time you failed on a project. What was the situation and what did you learn?" An AI can write a bullet point, but it can't invent a personal, nuanced story on the spot.

  • Ask About Specifics on the Resume: "On your resume, you mention you 'orchestrated a new marketing strategy.' Can you walk me through the specific steps you took and what your individual role was?"

  • Use a Skills Test: For technical or writing roles, a practical assignment is the ultimate litmus test. It separates the person who can list skills from the person who can actually do the work.

AI is a powerful new variable in the recruiting landscape. By learning to spot its fingerprints, you're not just weeding out cheaters—you're honing your ability to find the authentic, thoughtful, and genuinely skilled candidates who take ownership of their own story. In a world of perfect bots, the imperfect human is more valuable than ever.