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
- Built document-preserving DOCX/XML manipulation so the original resume formatting survives every rewrite.
- Designed AI-driven alignment scoring that rewrites content against real job descriptions without inventing experience.
- Shipped a companion Chrome extension that scrapes job listings directly into the app.
- Implemented the full SaaS layer: authentication, subscriptions, and usage-based billing with Stripe.
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.