Case study

AI Job Assistant

Drop a job link in Telegram; get a fit score, tailored resume and cover letter.

  • Personal project
  • Featured on n8n's official template library

Problem

Working out whether a job is a good fit, then tailoring a resume and cover letter for it, is slow to do by hand for every link.

What I built

An n8n workflow you drive from Telegram. Send it a job link and it scrapes the listing, scores your fit using RAG over vector embeddings in Pinecone, and drafts a tailored resume and cover letter.

Results

  • Featured on n8n's official template library
  • Open source on GitHub

Stack

  • n8n
  • OpenAI
  • Pinecone
  • Apify
  • Google Sheets
  • RAG