Career Ops: AI Powered Job Search Engine
Multi profile automated job search and application system
A comprehensive job search automation platform that scans 18+ sources, evaluates job fit using AI scoring, generates tailored application documents, and auto applies through Greenhouse and Lever APIs. Built to search across both the US and German job markets simultaneously, supporting multiple candidate profiles from a single system.
Tech Stack
Key Features
- ▸Scans 18+ job sources: LinkedIn, Indeed, Bundesagentur, USAJobs, StepStone, and more
- ▸AI powered fit scoring evaluates each listing against candidate profiles
- ▸Auto apply engine for Greenhouse API and Lever via Playwright browser automation
- ▸Multi profile support with YAML based profile switching
- ▸Automated digest emails with curated daily matches
- ▸Configurable search locations per profile (Atlanta, Georgia, Germany)
Challenges
Job boards actively resist automation, so the scraping layer needed to handle CAPTCHAs, rate limits, and constantly changing page structures. The multi profile architecture was tricky because each candidate has different target roles, locations, and qualification thresholds. The AI scoring had to be reliable enough that auto applied positions were genuinely good fits.