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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 Ritu Maheshwari's JD-to-resume customiser submission
JD-to-resume customiser — Quest 3, built by Ritu Maheshwari

What Ritu shipped

Authentic Resume Customizer is a no-signup, roughly two-minute tool that runs a gap analysis between a resume and a job description, tagging experience as proven, possible, or missing, and asks targeted follow-up questions to fill real gaps honestly. The four-step flow ends with a side-by-side comparison and a downloadable PDF.

View the live project ↗ Ritu's full portfolio

Our read on this build

Ritu shipped a deployed web app you can open. This read comes from the artifact and Ritu'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 a download — which is the whole distance between a tool and a conversation.
  • It reads the posting before it rewrites: gap analysis and tailoring.

What is not shown

  • It is not clear the flow handles the next job description as easily as the first — reusability is what separates a tool from an artefact.

Take this awaySteal the framing: the deliverable defines the product. Deciding 'this outputs a PDF a recruiter can open' forces every design decision after it.


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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