Data Science Tech Brief By HackerNoon

I Built an AI Job Tracker While Job Hunting: The AI Was the Easy Part

September 3, 2026·9 min
Episode Description from the Publisher

This story was originally published on HackerNoon at: https://hackernoon.com/i-built-an-ai-job-tracker-while-job-hunting-the-ai-was-the-easy-part. A backend engineer's honest build story: aggregating 11 UK job-board APIs into one schema, with AI scoring and cover letters on top. Check more stories related to data-science at: https://hackernoon.com/c/data-science. You can also check exclusive content about #python-programming, #fastapi, #artificial-intelligence, #job-search, #full-stack-development, #ai-job-tracker, #apis, #side-project, and more. This story was written by: @bogdus1k. Learn more about this writer by checking @bogdus1k's about page, and for more stories, please visit hackernoon.com. I built SearchWork - a tool that searches 11 job boards at once, scores each role against my CV, and generates cover letters. The AI was the easy part; normalising 11 messy job APIs into one schema was the real work.

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