The Problem

Writing cover letters sucks. Each one took me 45+ minutes of:

Decoding vague job descriptions + Researching companies + Trying not to sound like a robot After 10 applications, I was ready to burn my resume. So I built a solution.

The Build

My AI cover letter generator does what I wish I could:

  1. Company Research Agent
  2. Scrapes job postings for company names
  3. Pulls recent news, products, culture details
  4. No more “I admire your innovative culture” BS
  5. Multi-Model Brain (GPT-4 for structure, Gemini for facts, Claude for human-like tone)

Self-Editing Workflow: First draft → identifies missing skills → revises Of course, Outputs clean PDFs ready for upload

The Results

10x faster: 5 min/application vs 45 min

Higher response rate: 38% callback vs ~10% before

Bonus: Interviews start with “Wow, you really know us”

Why It Matters

This isn’t just about cover letters. It’s about:

  1. Automating soul-crushing work
  2. Using AI as a force multiplier
  3. Getting back hours of my life

Code available: https://github.com/ccomkhj/AI-Cover-Letter-Generator

Next up: Teaching it to negotiate my salary.

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