The problem
Tailoring a resume to every job application is slow, and most AI tools fabricate experience or destroy document formatting in the process.
The approach
- Created a resume tailoring flow around the user's existing DOCX file, preserving document structure while making role-specific edits possible.
- Used job-description alignment scoring to steer the AI toward truthful improvements, giving users stronger applications without fabricated experience.
- Added a Chrome extension for importing job listings directly into the product, removing copy-paste friction from the tailoring process.
- Connected usage limits and billing to the core workflow, allowing users to move from trial to paid resume tailoring without leaving the product.
The outcome
- End-to-end product: landing, editor, billing, and extension shipped as one coherent system.
- Honest AI: alignment scoring guides rewrites instead of hallucinating qualifications.