r/critiquemyresume

0-2 YOE, AI/ML focused , resume review please, feels like it's missing something
▲ 2 r/critiquemyresume+1 crossposts

0-2 YOE, AI/ML focused , resume review please, feels like it's missing something

https://preview.redd.it/klg88hoialah1.png?width=896&format=png&auto=webp&s=532c812a45bf1bc3ed8197fe3de30bc4ecd04a18

https://preview.redd.it/m7joa15kalah1.png?width=901&format=png&auto=webp&s=955bf03d89c184ae4cb70a563d21a1aa1192c0ba

I recently graduated and I'm currently exploring new opportunities, my current internship isn't the right fit for me long-term. I've been submitting applications with this resume but I'm getting straight rejections. Would appreciate any feedback on what changes I can make to improve it.

u/DesperateTravel8620 — 5 days ago
▲ 25 r/critiquemyresume+29 crossposts

I Tried ChatGPT to Fix My Resume. Here’s Why It Missed the Point.

Comparing https://resume.zoevera.com against https://chatgpt.com

And what a purpose-built ATS checker caught that GPT-4 didn’t.

Let me be upfront: I use ChatGPT for everything. Code reviews, draft emails, explaining stack traces at 2am. It’s genuinely useful. So when I needed to tailor my resume for a senior backend role, my first instinct was to open a chat window.

That was three weeks ago. Here’s what I learned.

What ChatGPT actually does well

Ask ChatGPT to “improve my resume” and it will:

  • Clean up passive voice (“responsible for” → “led”)
  • Suggest stronger action verbs
  • Add structure and formatting consistency
  • Rewrite vague bullets into something that sounds more impressive

For general writing quality, it’s genuinely good. If your resume reads like it was written by someone who hasn’t slept in 48 hours, ChatGPT will fix that.

What ChatGPT fundamentally cannot do

Here’s the problem: ChatGPT doesn’t know what job you’re applying for.

You can paste the job description into the prompt, sure. But there’s no mechanism for it to:

  1. Score your resume against that specific JD — it has no concept of a match percentage
  2. Identify which keywords are present vs. missing — it will suggest improvements but won’t systematically audit keyword coverage
  3. Know how Applicant Tracking Systems parse text — it will rewrite content without knowing whether an ATS will ever see it

ATS filters work on keyword frequency and placement. A resume that reads beautifully to a human can score 40% on an ATS if the right terms aren’t in the right sections. ChatGPT optimizes for human readers. ATS systems are not human readers.

I ran a test. Same resume, same job description (Backend Engineer, Node.js/AWS stack). I gave ChatGPT the full JD and asked it to optimize my resume for ATS.

The output was well-written. It added “microservices” and “REST APIs” in a few places. But it missed:

  • “AWS Lambda” — mentioned 4 times in the JD, absent from my resume after the rewrite
  • “CI/CD pipeline” — appeared in the required skills section, never added
  • The Projects section — ChatGPT rewrote my experience bullets but left the Projects section untouched, which is where most of my relevant backend work lived

When I ran the same resume through resume.zoevera.com, it flagged all three gaps explicitly, with section-level attribution. The ATS match score went from 54% to 81% after applying the suggested changes.

The core difference: diagnostic vs. generative

ChatGPT is a generative tool. It produces new text. It’s very good at that.

An ATS checker is a diagnostic tool first. It measures the gap between your resume and a specific job description, then tells you exactly what’s missing. The rewrite comes second — and it’s grounded in what was actually identified as absent, not what the model thinks sounds better.

This distinction matters because:

ChatGPT hallucinates improvements. It will add metrics you never achieved (“improved system performance by 35%”), use terminology that
sounds right but wasn’t in the JD, and rewrite bullets that didn’t need rewriting while leaving critical gaps untouched. Every line needsfact-checking.

A purpose-built tool works from the actual gap. The keywords it adds are the ones the JD asked for. The sections it flags are the ones the ATS will score. The output is closer to submission-ready.

A practical workflow

These tools aren’t mutually exclusive. The best result I got came from using both in sequence:

  1. ATS checker first: identify the keyword gaps and get a scored rewrite that closes them
  2. ChatGPT second: use it to polish tone, tighten sentences, and clean up anything that sounds mechanical

The ATS checker handles precision. ChatGPT handles prose quality. Neither does both well alone.

The cost argument

ChatGPT Plus is $20/month. If you’re actively job searching, that’s a fixed overhead whether you use it or not.

Most people search for jobs in windows — a few weeks of active applications, then nothing for months. A per-session model makes more
sense: pay when you need it, nothing when you don’t. ZoeVera’s pricing works that way — free analysis, one-time payment for the full
rewrite, no subscription.

For a developer audience specifically: if you’re applying to 10–15 roles over two weeks, you’re not optimizing resumes 365 days a year. The math on a monthly subscription doesn’t work.

What I’d actually recommend

  • If you just need better writing: ChatGPT is fine and you already have it
  • If you’re applying to roles where ATS filtering is real (any company using Workday, Greenhouse, Lever, iCIMS): use a dedicated ATS checker first, then polish with ChatGPT
  • If you’re a developer and haven’t thought about this: your resume probably uses technical jargon that means something to you and nothing to an ATS keyword parser. “Built scalable backend” is not the same as “developed microservices architecture using Node.js and AWS ambda” — even if the underlying work is identical

The ATS doesn’t know what you meant. It only knows what you wrote.

Tested against a real Backend Engineer job description. Tools used: ChatGPT GPT-4o, https://resume.zoevera.com. June 2026.

u/Enough_Charge2845 — 6 days ago
▲ 1 r/critiquemyresume+1 crossposts

What can i work on? or should i just go for it and apply...

1)Founder of 2 startups i dunno if i can mention the names here but i will explain the products a bit, a web compiler which optimizes web and cloud workflows and the other one is a matter-based operating system for drones, both of which has made some amount of money but are inactive at the moment due to other commitments.

2)interned at AIC Raise(my country's startup incubation/support program) as a web dev at the age of 12, interned at Bosch(BGSW) at the age of 15, worked with AI/ML.

3)I have also given tech talks/ training sessions at TFUG(tensorflow user group) on Reinforcement/ Q-learning, i trained multiple college students from regional unis on PHP, utilizing ai for startups, Pytorch and Rust hands-on, i have also been guest speaker at Rotary club, Startup Culture(a accelerator community), Bosch fitfest 2022 and many regional unis.

4)have won multiple hackathons in regional institution, won first in a hackathon from the country's most prestigious uni(some competitions i won competing against ug students back when i was 11-13 yo).

5)Aside from computer science i am also a rated chess player, and have represented my school in soccer, badminton and art competitions.

6)I have built multiple projects along the way, i built a compiler attempting to replicate rust's borrow checker, i have also built a microkernel from scratch

There are so many more projects, achievements i would like to add/be specific about but i am not sure about how much i can talk about on reddit so please bear with me on that...

reddit.com
u/Sad_Discipline8288 — 8 days ago
▲ 6 r/critiquemyresume+3 crossposts

What are your best CV/resume tips?

Hi everyone,
I’m looking to improve my CV/resume and would love to hear your advice.
What do you think makes a CV really stand out? If you review resumes or have been successful in getting interviews, what tips would you give?
What should every CV include?
What should be avoided?
What are the biggest mistakes people make?
Any formatting or design tips?
Any resources, templates, or examples you’d recommend?
I’m interested in hearing any advice, whether it’s from recruiters, hiring managers, or job seekers.
Anything would be helpful .Thanks in advance!

reddit.com
u/Icy_Cut_5480 — 8 days ago
▲ 11 r/critiquemyresume+2 crossposts

Any advice for my CV?

I’ve been applying for the last 4-5 months and have gotten a total of 1 interview, is there something I’m missing here?

u/Budget-Management957 — 9 days ago
▲ 16 r/critiquemyresume+2 crossposts

AI/ML Internship Resume Review - Getting rejected/ghosted everywhere, please roast my resume

I am applying for multiple AI/ML internships, but I'm not getting any interviews or positive responses.

I really need some honest feedback. Please check my resume and let me know:

  • What mistakes am I making?
  • What changes should I make to stand out?
  • Are my projects explained well enough?

Don't hold back give me your harshest critique.

u/Fluid_Progress_5335 — 9 days ago
▲ 14 r/critiquemyresume+1 crossposts

1 year of experience and trying to get a new job in a new city, applied 100+ jobs with nothing to show for it. Any advice or help would be greatly appreciated

I've been applying for software engineering roles for quite a while now, but I haven't had any success.

My manager recently left the company and encouraged us to start looking elsewhere as well. He offered to help me improve my resume, and this is the result.

Would anyone be willing to take a look and give me some honest feedback? I'm open to any criticism. I just want to put my best foot forward and make sure my resume is as strong as it can be.

u/Throwaway32445687 — 10 days ago
▲ 6 r/critiquemyresume+3 crossposts

How is my CV as a 20 year old student?

Hi everyone

Am a F 20 year old English literature student who is currently looking for discipline shift to international relations or courses related to maritime affairs for masters abroad in 2028. So please guide me to make my CV better so that i can apply for better universities and scholarships

Thank you

u/No_Drag1137 — 9 days ago
▲ 62 r/critiquemyresume+8 crossposts

Resume review request: 3+ years experience, MBA, CFA L1, ACCA Affiliate

Hi, I’m sharing my resume here for honest feedback. I work in investment banking/structured finance and have around 3+ years of experience across IB, Big4, and global banking. I’m mainly looking for comments on how the resume reads, whether the points are clear, and if it looks strong for IB/PE roles.
u/Jinjosejee — 13 days ago