Man vs Machine: CV Writing Showdown

AI is touted as the new CV-writing solution, but can it beat human expertise? A career expert critiques a CV generated by ChatGPT.

Marusz Wawrzyniak
By Mariusz Wawrzyniak, Senior Content WriterLast Updated : July 3, 2026
Average Ratings 4.9/5 stars with 198 reviews
AI VS Human stress test

Our customers have been hired by: *Foot Note

AI can write your CV for you is a common sentiment nowadays. But is it true? Are career experts obsolete? Will HR representatives gush over your AI-made CV?

Let’s find out! I challenged the most popular AI tool on the market – ChatGPT – to write a CV using some of my own work experience. Now, it’s time for me to give an honest critique.

Smarter writing with built-in AI

Get instant, high-quality text suggestions tailored to your specific industry.

Section-by-section critique of my AI-generated CV

To conduct a “Man vs Machine” test, I tasked ChatGPT, the most popular AI tool, with writing a complete CV based on my professional experience. I gave it information from my LinkedIn and various author profiles, as well as my job description.

I will review the resulting document section-by-section to determine if AI can truly automate the process and produce a job-winning document without human intervention.

This article is not anti-AI. I performed this test as I was genuinely curious about the output. And, since many people are certainly using AI to help build their CVs, I think it’s vital to know what to look out for.

AI hallucinated my contact details

Every CV starts with the contact information section. Let’s see how this one looks.

Mariusz Wawrzyniak

London, UK
mariusz.wawrzyniak@email.com | +44 0123 456789
LinkedIn: linkedin.com/in/mariusz-wawrzyniak
Portfolio: myperfectcv.co.uk/author/mariusz-wawrzyniak

We have a couple of interesting problems here. Allow me to dissect them:

  1. I’m not actually based in the UK. I changed my location on LinkedIn to London to improve my visibility for international remote roles.
  2. My email and phone number are wrong, although I’ll take it as a good sign.
  3. There is nothing wrong with my LinkedIn link. It’s also a good practice to include it on your CV.
  4. The “portfolio” link isn’t actually my portfolio. It’s just my most recent author profile. I generally send a curated PDF file as my portfolio with my CV and cover letter.

The AI obviously doesn’t know everything about me. Even when I fed it data from multiple places, it still made mistakes.

But these are very easy changes, and let’s be real, you wouldn’t use AI to make this section. It’s everything that follows that benefits from ChatGPT’s output. So, let’s move on to round 2.

Remember to always double-check every single piece of information AI generates for you. As you can see from the example above, it can make very simple mistakes even with a lot of public information available.

ChatGPT-made work history

A well-made work history section is vital for creating a job-winning CV. It’s also the section most applicants fail to write properly. This results in their CVs being too generic and unimpressive for recruiters.

For this example, I asked ChatGPT to create my work history section using the previously provided resources (such as my LinkedIn profile). I also gave it a job description of a writer for a job search website so that it knew what position I was pursuing.

Work Experience

Senior Content Writer

MyPerfectCV | London, UK
January 2025 – Current

  • Led the creation and optimisation of high-performing career advice articles covering CV writing, cover letters, ATS systems, and job search strategy
  • Produced SEO-focused content that contributed to increased organic traffic growth across key career-content pages
  • Developed data-driven long-form articles combining recruitment insights, labour market research, and UX-focused structure
  • Collaborated with editors, SEO specialists, designers, and product teams to improve content performance and user engagement
  • Mentored junior writers and contributed to editorial quality improvements across multiple projects
  • Wrote high-converting content supporting AI-powered CV builder features and user onboarding flows
  • Published expert-backed guides on subjects such as AI recruitment, CV summaries, STAR CVs, resignation letters, and career development

Content Writer

MyPerfectCV | London, UK
October 2022 – December 2024

  • Created career advice and CV-writing content tailored to UK job seekers across multiple industries and experience levels
  • Wrote SEO-optimised articles focused on CV examples, cover letters, interview preparation, and career planning
  • Helped improve content readability, keyword targeting, and SERP competitiveness through structured optimisation strategies
  • Produced practical, research-backed guidance aligned with recruiter expectations and ATS best practices
  • Contributed to content localisation and adaptation for different English-speaking markets

At a glance, this work history section looks amazing. It’s long, detailed and neatly organised. However, it has glaring issues. It is one of the “too generic and unimpressive” sections I’ve told you about earlier.

There are good things about it as well. Let’s start with those:

  • The general CV layout is correct.
  • Bullet points are short. Each one is just a single sentence.
  • Every bullet point under a single entry begins with a unique power word.
  • The jobs are laid out in a reverse-chronological order.

This is a great foundation. But, looking deeper, we encounter issues.

  • The job’s location should be remote.
  • 7 bullet points are too many. I’d aim for 6 bullets maximum, with 5 being the sweet spot for the first entry. This would lower the number of bullets for the second entry to 4.
  • Most importantly, none of these bullet points present accomplishments. They are just a list of responsibilities with examples of what I did.

This is how I would improve this section to make it more appealing to recruiters and be friendlier to ATS scanning:

Work Experience

Senior Content Writer
MyPerfectCV | Remote
January 2025 – Current

  • Produced and optimised 200+ long-form career advice articles.
  • Contributed to a 12% increase in organic traffic across key career-content pages through SEO-focused optimisation strategies.
  • Improved several landing pages and key pages to have an over 53% product entry rate, greatly outperforming the average.
  • Spearheaded the company’s AI implementation, single-handedly optimising over 700 article intro sections, resulting in the articles appearing on average 1 position higher in SERPs.
  • Helped achieve first-place Google rankings for 40+ high-intent career keywords.

Content Writer
MyPerfectCV | Remote
October 2022 – December 2024

  • Produced ATS-focused career guidance content, achieving readability scores averaging Grade 8 on the Hemingway scale.
  • Achieved 92–100% internal quality content score each quarter.
  • Created and updated 300+ CV and cover letter examples tailored to different industries and career levels.
  • Increased organic traffic to priority career-content pages by 20% year-over-year through SEO-led content optimisation strategies.

Building on the foundation that the AI established, I made critical changes. I immediately corrected the location to ‘remote’ and reduced the bullet count to a recruiter-friendly five for the first entry and four for the second.

Most importantly, where the AI only presented a list of responsibilities, my revised section transforms them into quantified, impactful accomplishments. It makes my CV significantly more appealing to Applicant Tracking Systems (ATS) and human recruiters alike.

AI recreates my education section

My education is well laid out on my LinkedIn, so ChatGPT shouldn’t have any trouble creating the education section in my CV. Let’s see how it looks.

Education

Master of Science (MSc) — Management and Production Engineering
Poznań University of Economics and Business
2019 – 2021

Engineering Degree — Commodity Science
Poznań University of Economics and Business
2015 – 2019

And there is honestly nothing wrong with this education section. That’s exactly what I would’ve written myself. I have already accrued several years of experience as a writer and career expert. As such, there is no need for me to display any additional academic accomplishments.

Good work, ChatGPT. You passed this round with flying colours.

ChatGPT overindulged in my skills

Skills for a CV are generally treated as lists of keywords from the job description that recruiters and AI scans want to see. Extracting keywords is something I have used AI for quite often, so I have high expectations.

Key Skills

  • SEO Copywriting & Content Strategy
  • CV & Cover Letter Writing
  • Career Advice Content
  • UX Writing & Search Intent Optimisation
  • AI-Assisted Content Development
  • Keyword Research & SERP Analysis
  • ATS & Recruitment Best Practices
  • Long-Form Editorial Writing
  • Content Localisation
  • Data-Driven Content Optimisation

ChatGPT correctly decided to use 10 bullet points as the maximum. However…

See how it used 5 ampersands? That’s because it wanted to fit more of my skills, despite having no place left to fit them. So it chose the most similar, previously extracted skill and used an ampersand to add a partner skill.

On top of that, all of these skills are hard skills. That’s because the job description I provided the chatbot with emphasised them more. But soft skills are still necessary, even if less so. As such, I wouldn’t use the provided skill list. I’d change it to:

Key Skills

  • SEO Copywriting
  • Content Strategy
  • Career Advice Writing
  • AI-Assisted Content Development
  • Keyword Research
  • ATS Optimisation
  • Long-Form Editorial Writing
  • Adaptability
  • Communication
  • Critical Thinking

With that, I have a more balanced skillset on my CV. Now, let’s go to my favourite part of a CV, the bonus sections.

Extra CV sections made too extra by AI

Bonus sections are very close to my heart. I secured my writing jobs thanks to my certifications and my expertise in English. When people ask me for advice, I always recommend them to earn at least one valuable certificate or finish a course that’s known in the industry.

And yes, these people have thanked me for it later.

Let’s get back on track. Dear ChatGPT, show me what you have made:

Previous Experience

Fashion Copywriter
Freelance / E-commerce Projects
2021 – 2022

  • Produced product descriptions and brand-focused copy for fashion and lifestyle brands
  • Balanced SEO requirements with tone-of-voice consistency and customer-focused messaging

FinTech Content & Operations Support
Cryptocurrency Industry Projects
2020 – 2021

  • Supported content and operational processes within cryptocurrency-focused projects during periods of rapid market growth
  • Developed strong analytical and research skills while working in fast-paced digital environments

Certifications & Memberships

  • Member — National Career Development Association (NCDA)
  • Member — Professional Association of Résumé Writers and Career Coaches (PARWCC)
  • Cambridge English: Advanced (CAE)

Publications & Featured Work

  • Author of multiple high-ranking career advice articles published on MyPerfectCV and LiveCareer UK
  • Featured topics include AI recruitment, CV summaries, resignation letters, STAR CVs, interview preparation, and job market trends

Additional Information

  • Fluent in English and Polish
  • Strong interest in labour market trends, AI in recruitment, and personal development
  • Passionate about writing, lifelong learning, and career psychology

That’s way too much! CVs should be brief and cover only what’s relevant to the specific job you’re applying for. ChatGPT decided to pad out my CV with as much additional information as it knew about me.

Time for a detailed critique:

  • Previous experience” isn’t a standard section. It should either be included under my work history or consolidated into one “freelance experience” or “freelance projects” section. These bullet points also lack accomplishments. 
  • Certifications and publications should be separate sections. If you want to combine sections, they need to be related, like courses and certifications.
  • Publications work better for articles published in the press or published books. As for “featured work”, I’d take it out of the CV and move it to my work history and portfolio, where I could boast about having my writing featured in TechRadar and MSN.
  • This “additional information” section adds nothing to this CV. It actually actively undermines it. Language fluency should be displayed in a “languages” section. The other two points are moot, and they just repeat some of the subjects I wrote about in the past.

Here’s how I’d fix it:

Freelance Experience

Fashion Copywriter
Freelance / E-commerce Projects
2021 – 2022

  • Contributed to a 32% increase in organic traffic through the creation of the company blog.
  • Secured 1st spot in SERPs + featured snippets for 12+ highly converting keywords.

FinTech Content Writer
Cryptocurrency Industry Projects
2020 – 2021

  • Created 150+ short descriptions for tradeable tokens, enhancing the exchange’s UX.
  • Wrote emails for a marketing campaign, which had an average open rate 17% higher than previous campaigns, recovering churned users.

Certifications & Courses

  • Skillshop, Google Analytics 4 Certification, 2026
  • Microsoft, Microsoft Advertising Certified Expert, 2025
  • SurferSEO, SEO Writing Masterclass Online course, 2023
  • Semrush, Content-Led SEO with Brian Dean, 2021

Languages

  • Polish – Native
  • English – C1 Certified (CAE)

My version is much stronger because it focuses on relevance and measurable impact instead of trying to include every possible detail.

Instead of listing vague responsibilities, I replaced them with quantified accomplishments that demonstrate actual business value. Saying I “contributed to a 32% increase in organic traffic” sounds far more impressive than simply saying I “produced product descriptions.”

I also cleaned up the structure by removing vague or filler-heavy sections and replacing them with standard headings recruiters actually expect to see. Most importantly, every section now has a purpose.

My AI-generated CV summary feels bland

Now for the crème de la crème. The CV introduction. This is the part that recruiters look at first. If it’s bland, they’re not very likely to continue checking out the rest of your CV, or they’ll move you to the reserve pool of candidates.

With the stakes being so high, let’s see if ChatGPT delivers gold.

Personal Profile

Results-driven senior copywriter and career content specialist with 3.5 years of experience creating SEO-driven CV, cover letter, and career advice content for MyPerfectCV. Proven track record of combining search intent, UX writing, and recruitment expertise to produce high-performing content that supports users throughout the job application process. Known for transforming complex career topics into practical, accessible guidance while consistently improving organic visibility and user engagement.

My CV would’ve been discarded in the first couple of seconds. There is nothing exciting in this personal profile statement, and buzzwords like “proven track record” and “known for” make recruiters want to scream.

Ok, let’s dissect it:

  • ChatGPT started strong with an action word, followed by my main role of ‘senior copywriter’ and my speciality in ‘career-related content’.
  • The 3.5 years apply only to my 2 most recent roles. That’s how long I’ve been creating career-related articles. As a copywriter, I have about 6 years of experience total, and that’s what I would’ve written.
  • Never use the phrase “proven track record”. If something is proven, then just prove it. Use a quantified accomplishment from your work.
  • Known for” has a similar issue. Known by whom? Most likely not the recruiter. When listing a few key skills in the CV summary, start with the phrase “skilled in”.
  • Despite having the target job posting, there is no mention of the company I tried to apply to. That gives AI negative points in terms of personalisation.

Knowing this, how would I change this personal profile? Here’s what I have:

Personal Profile

SEO-focused senior content writer with 6 years of experience creating high-performing editorial and career-focused content. Skilled in SEO copywriting, ATS optimisation, content strategy, and AI-assisted content development, with a strong focus on combining search intent with user engagement. Improved landing page performance to exceed a 53% product entry rate. Seeking to join Company XYZ to help improve SEO performance and drive revenue growth through great content.

This version is much stronger because I replaced vague buzzwords with actual business impact. Instead of saying I have a “proven track record”, I show measurable results, such as improving product entry rate by 53%.

I also corrected the experience issue by presenting my full 6 years of writing experience instead of limiting myself to 3.5 years in career-content writing alone.

Most importantly, my hand-written summary is personalised. Mentioning Company XYZ and tying my experience to SEO performance and revenue growth makes it feel tailored to the role rather than AI-generated filler.

My verdict on ChatGPT’s CV writing performance

After putting ChatGPT through a full “man vs machine” stress test, my conclusion is simple: AI is an excellent assistant but a poor replacement for strategic CV writing.

ChatGPT produced a solid foundation. The CV structure was mostly correct, the formatting was clean, and many sections looked impressive at first glance. For someone struggling with a blank page, that’s genuinely valuable.

But once I started reviewing the CV like a recruiter or career expert would, the problems became obvious. The document was packed with generic phrasing, lacked meaningful accomplishments, overexplained irrelevant details, and often failed to personalise the content properly. Most importantly, it rarely demonstrated actual business impact.

That’s the biggest lesson from this experiment: AI can generate content, but it doesn’t truly understand professional positioning. It predicts what a “good CV” probably looks like based on patterns. A human writer understands strategy, relevance, nuance, and how recruiters actually think.

Ironically, the strongest parts of the final CV weren’t written entirely by me or entirely by AI. The best results came from combining both:

  • AI for speed, structure, and brainstorming
  • Human expertise for judgement, prioritisation, and storytelling

So, can ChatGPT write your CV? Technically, yes.

Can it write a strong, tailored, interview-winning CV without human oversight? Not even close.

Build your CV with an AI that specialises in CV writing

If you want to really speed up your writing process and produce much better results, use MyPerfectCV’s CV builder. Our guided writing process, AI suggestions, and HR-approved CV templates make all the difference.

build-cv

*The names and logos of the companies referred to above are all trademarks of their respective holders. Unless specifically stated otherwise, such references are not intended to imply any affiliation or association with myperfectCV.

Need help?