Approval of the exact version
AI proposes and explains; the person reviews the approved copy before any final document is produced.
This product does not have an official name yet. The title used here describes what it does.
Tool in development
AI-assisted résumés
From raw résumé to consistent PDF, with human review at the center.
In developmentAvailable evidence
What can already be verified.
- HTML + PDF
- reproducible outputThe same approved content feeds both the preview and final file.
- 4 checks
- geometric validationClipping, overlap, empty pages, and density are checked.
- In progress
- impact not measured yetThe implementation is described without claiming adoption or results that do not exist.
Context
What needed to change.
Generating a polished résumé is only part of the problem. The content must remain factual, no information can disappear, the document must fit the selected page count, and the result must remain stable when printed to PDF.
The tool first creates an intermediate proposal with explanations. The user edits or approves that version; only then does the system generate self-contained HTML, print the PDF, and measure the document’s real geometry to detect overflow, overlap, orphaned elements, and imbalance.
The delivery
A system designed end to end.
Self-contained document
The result is independent A4 HTML prepared for consistent viewing, download, and PDF printing.
Geometric validation
Browser and PDF output are inspected for clipping, overlap, blank pages, and unsuitable density.
Visible safety and cost
Untrusted HTML passes through allowlists, while estimates, limits, and actual costs are recorded by stage.
Technology
The foundation behind the experience.
- 01React
- 02TypeScript
- 03Node.js
- 04Express
- 05OpenAI API
- 06Playwright
- 07PostgreSQL