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Quest 3 · JD-to-resume customiser

JD-to-resume customiser

AutomationPDF generationJob searchLive app

The assignment

Build a tool that takes a job description and customises your resume to match. Outputs a finished PDF — not a chat-bound Gem.

Screenshot of Shiv Kumar's JD-to-resume customiser submission
JD-to-resume customiser — Quest 3, built by Shiv Kumar

What Shiv shipped

TAILOR.CV is a no-signup tool where users paste a job description, upload a resume, and choose from six templates. It surfaces keyword gaps against the JD and rewrites bullet points in the candidate's own voice without inventing experience, exporting the result as a PDF.

View the live project ↗ Shiv's full portfolio

Our read on this build

Shiv shipped a deployed web app you can open. This read comes from the artifact and Shiv's own account of it — no scores, just what the build does and does not show.

What it demonstrates

  • The output is a file, not a chat reply — a formatted PDF and export — which is the whole distance between a tool and a conversation.
  • It reads the posting before it rewrites: keyword gap analysis, gap analysis and tailoring.
  • And it is shaped like something you would run again: uploads, paste-in input and templates.

Take this awayThe quiet skill on display is scoping to an artifact. 'Produces a file a recruiter opens' is a spec; 'helps with resumes' is a wish.


Why this quest matters

The output format is the product. A resume that only lives in a chat window can't be sent to a recruiter — forcing a real PDF is what turns a nice answer into a tool someone would actually use.

What separated the strongest builds

Across the 29 builds we could open for this quest, the same three or four things kept deciding whether one landed. Useful whether you are judging this one or attempting your own.

A finished file, not a chat answer

Something you could attach to an application: a formatted, downloadable PDF. The brief ruled out anything that only ever prints text into a chat window.

Matching that has actually read the JD

Responding to that specific posting's language and priorities and reordering real experience — as opposed to sprinkling its keywords into the same resume.

It survives the second job description

A pipeline you can run again on Monday, not one artful manual edit dressed up as a tool.

No numeric scores are published here. These pages are written reads of what each builder shipped — the build is the point, not a mark out of a hundred.

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