Qualify
A production job-search platform I designed and shipped end to end (onboarding, resume workflows, job discovery, and application tracking) to help early-career candidates find and land real opportunities.
Learn moreQualify
A job-search platform that helps early-career candidates find and land real opportunities, including, quite possibly, the one that brought you here.
Qualify is a production AI job-search platform I designed and shipped for early-career candidates, built on Next.js, TypeScript, FastAPI, Python, PostgreSQL, and GCP. I own product architecture, CI/CD, deployment, monitoring, and the ongoing iteration on a live product people actually use to find work.
Its LLM- and embedding-based workflows take on the parts that are tedious by hand: job ranking, resume tailoring, contact discovery, and targeted outreach.
Underneath, ingestion pipelines span 70,000+ career sites and the major ATS platforms, continuously collecting and validating listings through deduplication, filtering, verification, LLM-assisted parsing, and normalization into a personalized job feed.