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Case study

JobHunt

JobHunt
A semi-automated job-search assistant + CRM.
JobHunt

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