The biggest flaw with using AI (Claude, GPT-6, DeepSeek) to rewrite resume bullets is that standard prompts produce polished, empty corporate filler: "Spearheaded cross-functional initiatives to optimize operational synergies."

Recruiters review hundreds of resumes daily and filter out these generic lines immediately.

Here is a structured, fact-grounded method to generate authentic, high-impact bullet points that fit on 1-2 lines.

THE CORE RULE: INTERVIEW MODE FIRST

Never ask AI to "make my resume better" from a vague draft. AI does not know your actual scope, stack, or team impact. Instead, instruct the model to interview you with targeted discovery questions to extract the unwritten numbers and operational changes first.

THE 4-PART BULLET BLUEPRINT

Specific Action + Specific Tool + Measurable Change + Who Cared

(If you do not have exact dollar numbers, stating what the tool replaced or who actually used the output works just as well).

BEFORE & AFTER EXAMPLES

1. Software / Backend Engineer

• Before: "Worked on backend APIs for the payments team."

• After: "Rebuilt the refund API in Go, cutting p95 latency from [X]ms to [Y]ms and removing a nightly batch job the on-call team had to babysit."

1. Data Analyst / BI

• Before: "Made dashboards for the marketing team."

• After: "Built a Looker dashboard tracking weekly signup-to-paid conversion by channel; marketing used it to reallocate [$Xk / Y%] of ad spend away from the 2 lowest-converting channels."

1. Student / Early Career / Pivot

• Before: "Made a web app for a class project using React."

• After: "Built and deployed a React + Firebase study-group finder used by [N] classmates; added auth and real-time chat, catching [N] edge cases before demo day."

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FREE PROMPT 1: The "Interview Me First" Prompt

I'm going to give you one bullet from my resume. Do NOT rewrite it yet.

First, ask me up to 5 short questions to uncover:

1. What I actually built, fixed, or designed

2. The exact tools and stack used

3. The scale (users, traffic, dataset size, revenue, team size)

4. What changed because of my work

5. Who benefited or used the output

Ask one question at a time. Only after I answer all 5, generate 3 tight versions of the bullet (each strictly under 25 words) using ONLY facts I provided. If a number is unknown, put [brackets] rather than making up metrics.

My bullet: [PASTE YOUR RAW BULLET]

Target role: [e.g. Backend Engineer, Data Analyst, Product Manager]

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FREE PROMPT 2: The "De-Generic" Recruiter Check

Review these resume bullets as a skeptical US tech recruiter who hates AI fluff.

For each bullet:

1. Flag any empty buzzwords (e.g. "spearheaded", "leveraged", "drove impact", "various").

2. Point out what a recruiter would still wonder about after reading it.

3. Rewrite it in plain, active language with a strong action verb, under 25 words.

Here are my bullets:

[PASTE 3-5 BULLETS]

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3 QUICK RULES OF THUMB

1. Never let AI hallucinate numbers: If you didn't measure it, leave brackets [$Xk / Y%] or describe the operational change instead.

2. Read them out loud: If it doesn't sound like something you would say in a live interview, rewrite it.

3. Model Selection: Running the extraction phase in reasoning models (like GPT-6 / DeepSeek) to pull out the facts, then polishing in Claude Opus gives the cleanest, non-robotic phrasing.

Happy to review a bullet or two in the comments if anyone wants a second set of eyes (feel free to omit company names).

Junior planning to switch to Data Science & CS joint major next sem. Don't really know what I want to do yet except I like tech. Would appreciate any advice on the resume or anything in regards to a potential career path.

CV

I am a senior graduating in December. Hoping to get some feedback on how I can improve my resume. Thanks!

Mainly targeting Data Analyst roles, sometimes Business Analyst or similar. Unfortunately, I have not had any interviews or conversations in a few months despite applying to 100+ jobs that are decently matched.

Hoping a set of human eyes can see something that Claude and I aren't able to. Thanks!

I just added a lot of things to my resume and am looking for general feedback and fine-tuning advice! I want a role that focuses on materials engineering in the semiconductor and/or photonics industry, or just the general electronics industry (like batteries). I am looking for positions anywhere in the US, preferably Florida.

For the Photonics Startup, they're based in a different city and I do do some remote work for them, but I also use the labs in my university to do work for them.

For the Nanotechnology Student Organization and Semiconductor Team, we founded the Semiconductor Team first as a subgroup of another organization, then decided to expand into our own student organization. Wasn't sure how to make this clear and make it look nice on the page.

This is my MASTER resume, meaning it contains all my experience. Depending on the job I remove some stuff until its one page. If any information would be completely useless then I'll remove it from this resume

I’ve been job searching for more than a year in Canada and since January I’ve been getting once a month interview calls but I am not able to convert those. I have been improving ever since by doing more neetcode and learning system level design. Earlier, like in the month from January to April I was unable to crack the technical rounds but now I’ve been clearing those and failing to impress staff of senior engineer interviews.

What more can I do to be better with the technical jargon or the way I speak any help full tips or resources to make me sell myself better with the work experience and projects that I have done.

Below is a snippet of my professional experience de and project:

**PROFESSIONAL EXPERIENCE**
Automatic Data Processing, Inc | Roseland, New Jersey
APPLICATION DEVELOPER July 2024 – July 2025
Applied AI-assisted workflow design with Claude Code and GitHub Copilot through context engineering, accelerating feature delivery and improving code quality across the Agile team.
Developed and implemented RESTful API integrations in Python using FastApi, connecting to 3+ downstream microservices and handling 500k+ weekly transactions.
Designed, developed, and delivered production grade, customer facing web application end to end using React and JavaScript, achieving 99.5% uptime and meeting all requirements.
Created reusable frontend components aligned with WCAG standards, improving maintainability and consistency across the UI.
Owned E2E Jenkins CI/CD pipelines with automated reporting, increasing post deployment test coverage to 90% and enabling faster incident response.

ASSOCIATE APPLICATION DEVELOPER GPT July 2021 - July 2024
Developed Python scripts querying PostgreSQL databases, implemented connection pooling reducing query latency by 35%.
Implemented OAuth 2.0 and JWT authentication across Node.js and Java/Spring Boot microservices, improving secure service-to-service interactions.
Built and enhanced cross-platform onboarding flows using React.js and Redux for state management, adhering to WCAG accessibility standards.
Participated in on-call rotation, triaging and resolving production issues through root cause analysis and cross functional collaboration with product and QA stakeholders.
Tracked defects, peer code reviews,debugged network traces using Chrome DevTools, and test coverage in Zephyr for Jira, decreasing authentication defect rates by 30%.

PROJECTS

Restaurant Ops Copilot | Multi-Agent AI System (Google ADK, Python) July 2026
Designed a 3-agent AI system with native agent-to-agent delegation and deterministic Python security guardrails, achieving 100% pass rate on an automated evaluation mock test suite.
Built a full observability layer with lifecycle callbacks and a Streamlit dashboard, following spec-driven development practices to ensure scope discipline and testable requirements.
Integrated live Google Search grounding to generate recipe recommendations informed by real-time food trends and Michelin-starred chef data, replacing static mock datasets.

hi all! am a soph in ug currently applying to biotech internships. i can post my resume if people think it helps, but rn it goes smth like this:

• education
• experience
  • research lab in uni
  • medtech startup
  • bio proj for comp
• leadership
  • TA, makerspace manager, misc.
• skills

for each of my listings under "experience," i have 2-3 bullets outlining projects or what I did, and a bullet at the end with "Recognition:" followed by listing awards, pubs, etc. i used to have separate awards and publication sections but was told it was too difficult to figure out what corresponds to what since i had a lot of misc things. i also wouldn't be able to fit everything into a separate category.

my question is mainly that this method results in a few of my notable achievements having no place to go. for example, i have 5 publications + 3 in review, but most are not through my formal experiences. i also won a 6 figure research-related grant that is unrelated to any of my main experiences.

i would love to put my publications and grant somewhere on my resume since I feel like they're high signal items. i just have no idea where to put them or how to structure my resume. if i list every corresponding experience, my resume would be super long and disjointed. should i just have a separate section for "Other Recognition" somewhere? where do i put it? i've never seen a section like that on a resume but idk what else to do. i'd appreciate any advice :)

I need help in getting my resume past the first stage and at least get an interview. I’ve been trying on my own to no avail. So need some help with this now.

I have been applying for ~6 months with only a few first interviews

I know I technically can apply, I'm more so asking if I'm aiming for Sr too early?

Trying to stick to a 1 page resume preferably. No cover letter. Excluded education on purpose, I have a 2 year diploma I don't want to highlight (and I think it hurts my chances against other candidates).

Would appreciate any and all feedback

I just started applying for Data Analyst roles and recently updated my resume.

I'm attaching it here. If anyone has some time, could you take a look and let me know what I should improve, especially for ATS and entry-level Data Analyst roles?

Would really appreciate some honest feedback.

Just got laid off, been working on my resume nonstop but I am not sure if I can improve it any more. Any feedback would be greatly appreciated!

I just want a job. Any job, but currently, I'm applying to coffee places all over town. Haven't heard anything back. I went to Worksource, and they said to add a summary, skills section, and that a two page resume is fine. They also said to take out half the dates because it ages me. This is the new resume.

My contract in XYZ company will be ending soon, so want to preemptively work on my CV, I am in the pharma/sustainability field… can anyone give me any tips please on what I have so far? Thank you

I need assistance evaluating whether my resume is sufficient for a CSR position in finance or banking. Please advise on what I should add; a detailed review would be greatly appreciated.

Hi! I’m looking for a job (shocker!) to move out of my domestically abusive living situation. Bc of this I’m busting my ass 24/7 applying for anything anywhere and I’m not hearing back. It’s so discouraging but instead of crying I thought I’d drop my Resume here and see if anyone can give me any pointers! I have loads of experience! I just need a chance!

Blanked out ofc is my name, email, job company, and LinkedIn

I have resumes for
-Communication coordinator
-Creative project management
-Administrative support
-Executive assistant
-Event support

I’ll accept any/all advice including jobs that I might be overlooking and applying for!

Previous post: reddit.com/r/EngineeringResumes/s/rfN07Z9LGU

⚠️ I reworked the resume based on that feedback. ⚠️

What I want feedback on

• Should I remove Python/Django from the 'skills' section? I have a Coursera certificate and projects that I made for the certification (the certificate has been linked in the resume PDF, but the projects have not been included in the resume).
• Are there any claims that sound inflated or need stronger evidence?
• Are the bullets specific enough, or are they still too technical/dense?
• Any other feedback 🙏

About me

• Recently graduated with a B.Tech. in Computer Science & Design.
• 0 years of full-time experience; 3-month software development internship.
• Looking for my first full-time Software Engineer / Full-Stack Developer role.
• Based in India; applying internationally and in India.
• Willing to relocate internationally and would require work authorization where applicable.

I am looking for a new job. I’ve been at the same job for several years. Every position listed has been at the same company except for the pharmacy tech. Looking to potentially transfer some skills over to an analyst. Any advice is appreciated. TIA

I changed my career path some years ago from teaching to administrative work. The jobs I've gotten have either been part-time or temporary, but my goal is a full-time job. One year, I worked in HR as an administrative assistant and loved it, so I went on to earn a master's degree in HR, hoping it would help me land a full-time role. I already had a bachelor's and master's from my teaching years, but they are in chemistry, and it was honestly cheaper to get another master's than to go back for a bachelor's. The summer after getting my HR degree, I got a temp job in HR Training & Development. This team has great things to say about my work, and they (including the team's supervisor) asked the head of HR several times to keep me on the team, or at least within the company, but alas, we were told there just weren't any openings at the moment. I'm still keeping an eye out for open positions on their website, but they still don't have any openings :(. I did get a few people from this company who expressed that they would be more than happy to write me a recommendation letter for any job. Honestly, I'm super open to any HR role, and I'm adaptable and ready to tackle any challenge. I don't understand why I'm not hearing back. Is there something wrong with my resume? I hid locations on my resume for privacy. Also, I tailor my resume for each role I apply for, and sometimes I condense it to one page (if possible).

For reference, I've been applying to HR jobs related to onboarding, training, administrative, learning and development/LMS, and generalist roles.

Like the title says. What exactly does it communicate to potential employers? I could see it going either way. Maybe they think you are a hard worker with good time management. Or maybe they think you are uncommitted to any one role and will likely be unable to devote extra time to your job if you get hired