
AI Resume & Cover Letter Builder
Cut resume tailoring from ~20 minutes to under 5.
Job seekers spend hours rewriting resumes for each role, and most still fail ATS parsing. Tailoring is repetitive, error-prone, and demoralising.
ATS optimization and per-role customization surfaced in 7 user interviews as the top pain — a solvable, high-frequency job to be done.
Designed and developed the application end-to-end—from user research, PRD, product ideation, prioritization and UX design to frontend architecture, prototyping, state management, and data modeling.
- Role-aware resume tailoring with LLM-based rewriting
- ATS-friendly DOCX export
- Cover letter generation grounded in the JD
- Iterative user feedback loop
RICE + tight MVP scope beat feature breadth. Early users care about export quality more than model choice.
Multi-resume library, JD-level scoring, recruiter-shareable link.


