Problem / context
Job hunting means manually copying offers from several portals, guessing which ones fit, and writing the same messages from scratch. I wanted that repetitive funnel to run itself, with me deciding only where it actually matters.
What I built
- Offer ingestion from multiple sources (LinkedIn, Adzuna, NoFluffJobs, Jooble and others)
- AI fit scoring on two axes — “I match” and “I want” — with reasoning
- Recruiter message drafts (PL/EN), follow-ups and replies
- Kanban board for the whole funnel + company research for interviews
- Daily automations: ingestion, scoring, email digest, inbox sync
Impact
- I'm actively using it in my current job search
- Pulls and scores new offers daily without my involvement
- Repetitive message-writing reduced to approving a draft
- One view instead of five open job portals
Screenshots


