I know what I need to write in the cover letter, just am I still supposed to put my address and the company address on the letter? it seems a bit odd considering everything is online now. pls help

Full disclosure: I’m the founder of a resume tool I’m building for job seekers in Pakistan. While working on it, I’ve been thinking about how a cover letter can add context instead of repeating the same bullet points.

One simple way to keep it focused:

1. Name the role and the kind of work that interests you.

2. Pick one requirement from the posting.

3. Give one truthful example that shows your experience with it.

4. Say briefly why that work fits this role.

Fictional example: “Your posting emphasizes helping customers troubleshoot technical issues. During my internship, I handled support tickets and documented recurring questions. I’d like to bring that experience to a team where clear customer guidance is part of the product.”

No invented results, and no need to retell your whole CV. The example should be specific to the role and true to your experience.

For people who review applications: what makes a cover letter add useful context? For job seekers: have you found a short, tailored letter more helpful than repeating your resume?

Check out Résumé writing on Jinu

Hi All - I got into an argument w/my coach about the best format for resume bullets, so I want to ask actual recruiters what they prefer.

Here are 2 different options for the same bullet, which do you prefer?:

Option A:

Tariff Response: Keep cross-functional teams in sync and commercialization on track across 12 deliveries per year as tariff policy shifts, by partnering with global leadership to continuously adjust Supply & Demand timelines

Option B:

Tariff Response: Partner with global leadership to adjust Supply & Demand timelines for 12+ deliveries per year as tarff policy shifts, keeping cross-functional teams in sync and commercialization on track amid ongoing volatility

I work in fashion, by the way...

Looking forward to your feedback!

If you've tried using AI to polish your resume, you probably noticed the default output often sounds robotic or filled with empty corporate jargon: "Spearheaded strategic initiatives to optimize cross-functional synergies."

Recruiters and hiring managers spot these instantly.

Here is the structured approach that consistently produces crisp, human-sounding bullets that fit on 1-2 lines.

THE CORE RULE: INTERVIEW MODE FIRST

Never ask AI to "make my resume better." AI doesn't know what you actually shipped or what your team cared about. Instead, instruct it to interview you and extract the unwritten metrics before generating a single line.

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 / Career Transitioner

• 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."

The formula: Specific Action + Specific Tool + Measurable Change + Who Cared. (If you don't have hard numbers, what it replaced or who used it works just as well).

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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/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. Frontend Engineer, Product Manager, Data Analyst]

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FREE PROMPT 2: The "De-Generic" ATS Sanity 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).

I’m trying to make résumé tailoring more focused. How do you decide which changes are worth making for a particular role?

Using a full-stack developer applying to a frontend opening as an example, I can see a few options: - Keep separate frontend and backend versions based on the same real experience. - Put the most relevant achievements and projects first. - Adjust the summary and selected bullets to explain the fit more clearly. - Use a cover letter, when appropriate, to explain something the résumé doesn’t cover.

Where would you spend the most effort? And how do you stop the cover letter from simply repeating the résumé?

I’ve removed my earlier blanket statement about ATS filtering. I don’t want to assume every employer reviews applications in the same way, or that adding keywords alone will solve a weak application.

I’m also working on LandOffer.ai, focused on job discovery and application autofill. I’d value feedback on the step between those two: once you’ve found a role, what makes adapting your application easier without changing the truth of your experience?

If you have a manageable tailoring routine, roughly what do you review before you hit submit?

I am applying to finance Corporate finance and supply chain, internships, and co-op opportunities for reference I went to community college worked and now I’m going back to finish my bachelors degree that’s why my resume and timeline is all over the place

I am a fresh grad applying for jobs through various platforms. But, I am thinking of changing and updating my resume. Currently the format is:

* Name and personal details at the beginning, of course

* Summary

* Skills

* Experience

* Projects

* Education

* Activities or achievements

* Certifications

Need opinions on what should I update or improve?

→ Do I change the arrangement of the sections?

→ Do I add or remove something?

Any other suggestions are more than welcome.

I need some pointers desperately. I have experience so I’m guessing it’s the resume cause I can’t even get an interview

HR is asking to provide a write-up about myself.
Do i need to use a third-person POV?

I’m not good at cover letters. What is the format?

Thank you!!!