← All projects
Generative AI Beginner

CareerKit

AI career suite: resume, cover letter and interview prep

Paste a job post and your resume; get a tailored resume, a cover letter, a skills-gap list and practice questions.

SHIPSTACK · PROJECT CareerKit AI career suite: resume, coverletter and interview prep Beginner Generative AI 1 Resume + JD 2 Analyser 3 Writers 4 Downloads 5 milestones

The scenario

CareerKit is a multi-tool app for job seekers. It compares a resume with a job description, highlights gaps, rewrites bullet points for impact, drafts a cover letter and generates likely interview questions with model answers.

System architecture

01 Resume + JD Uploads
02 Analyser Match + gaps
03 Writers Resume, letter, Q&A
04 Downloads Ready to send

High-level flow of CareerKit, from input to output.

What you will learn

  • Document comparison with LLMs
  • Prompt templates for rewriting
  • Multi-tool app design

What you will build

  • Resume parser
  • Gap analysis
  • Cover letter and question generators

Build plan

  1. Parsing
  2. Gap analysis
  3. Generators
  4. UI
  5. Deploy

Tech stack

LangChainGemini / OpenAIStreamlitPyPDF