AI-enabled product · Live platform
VitaForge AI
A student-first AI career platform for stronger, more deliberate job applications.
Open live project
The original problem
Students often struggle to turn real experience into clear CVs, tailored letters and application material that fits a role.
Who experienced it
Students and early-career applicants preparing professional applications.
What was built
An AI-assisted workspace for CVs, cover letters, ATS-aware application material and guided career documents.
- CV builder
- Tailored cover letters
- ATS-aware guidance
- Reusable career material
Technical approach
AI-assisted workflows, Web application, Structured document generation. The implementation follows the needs of this product; the technology list is not treated as the outcome.
Difficult decisions
The AI must support the user’s real experience rather than inventing credentials or flattening every voice into the same template.
Result or current status
Live platform. This case study intentionally avoids claims that cannot be verified from the project record.
Lessons
The useful part of AI is not more text; it is a better decision path with honest human review built in.
