The brief
A career coach had a proven method but no way to scale it past one-to-one sessions. The goal was to package that method into software the coach's clients could use themselves, without losing the coach's judgment or voice, and to sell it through the funnel they already run.
What it does
The platform covers the whole job-search document workflow:
- Upload a resume for an AI review with a structured scorecard
- Build a resume from scratch on guided templates, export to PDF or DOCX
- Tailor an existing resume to a specific job description
- Generate matching cover letters and LinkedIn About sections
The coach's method, in software
The AI does not just rewrite text. It analyzes a resume against ATS criteria and the coach's own rubric, returns structured, explainable feedback, and rewrites content to match the target role, so the output reflects how the coach actually works rather than a generic template.
Built to sell, not just to demo
It is wired into the coach's commerce stack. Three purchase tiers each get their own usage budget, an order-complete webhook from the checkout provisions access automatically, and clients onboard with a one-time magic link. The coach sells a product; the software handles delivery.
Stack
A React and Vite front end over a Python aiohttp API with MongoDB, deployed on Fly.io as separate app and worker services. The AI runs on Claude through a provider-agnostic adapter with per-tier throttling, and auth uses argon2id password hashing. The product launched in a private beta to the first cohort of clients.