Job Seeker AI
An AI-powered tool designed to help job seekers instantly generate resumes, personalized cover letters, and tailored job search strategies based on industry, tone, and career goals.
Development Roadmap
V1.5 - AI Enhancements
ProgressImprove AI enhancement tool, quota system, Users can edit document within browser.
V1.4 - AI Resume & Cover Letter Generation
CompletedIntegrated AI generation system for creating professional resumes and cover letters from templates. Added DOCX preview mode allowing users to view and edit before finalizing. Introduced daily usage limit (10 free AI generations per user).
V1.3 - In-Browser File Viewing & AI Builder Routing
CompletedAdded file viewer to display uploaded resumes and cover letters directly in the browser. Enabled upload/list routes for users to manage files. Connected AI Resume Builder page routing with persistent user session data.
V1.2 - Resume & Cover Letter Upload System
CompletedAdded Resume Upload (PDF/DOCX) feature with Supabase storage integration. Implemented Cover Letter Upload with file preview and validation. Prepared backend endpoints for file retrieval and editing (next phase: resume enhancement AI).
V1.1 - UI Enhancements & Role-Based Access
CompletedImproved login screen design (added password visibility toggle & strength indicator). Implemented role-based dashboard navigation (admin vs. user access). Enhanced index.html layout for better user experience and responsiveness.
V1.0 - Core Auth Setup
CompletedIntegrated Supabase Authentication for user login/signup/password reset. Established backend routes for login, signup, and password recovery using FastAPI. Connected frontend auth forms to backend routes for full login/signup flow.
What Is Job Seeker AI?
Smart Resume Builder
AI-generated resumes tailored to specific job descriptions, industries, and career levels with intelligent keyword optimization and formatting.
Personalized Cover Letters
Custom cover letters that match company culture, job requirements, and your unique background - generated in seconds, not hours.
Job Search Strategy
Intelligent job matching and search strategies based on your skills, experience, and career goals with market insights and recommendations.
Career Analytics
Track application success rates, identify improvement areas, and get data-driven insights to optimize your job search approach.
Why I'm Building Job Seeker AI
Job searching is stressful, time-consuming, and often inefficient. I want to change that with intelligent automation and personalized guidance.
Time Efficiency
Job seekers spend hours customizing resumes and cover letters. AI can do this in minutes while maintaining quality and personalization.
Better Targeting
Most applications are generic. AI can analyze job descriptions and tailor applications to match exactly what employers want.
Reduce Stress
Job searching is emotionally draining. Having an AI assistant provides support, guidance, and confidence throughout the process.
Planned Technology Stack
AI & Backend
- Python + FastAPI - Backend framework
- LangChain - AI workflow orchestration
- Multiple LLMs - GPT, Claude, and more
- MCP - Model Context Protocol
Frontend
- HTML5 - Semantic structure
- Tailwind CSS - Modern styling
- JavaScript - Interactive features
- Responsive Design - All devices
Data & Storage
- Supabase - Database and auth
- PDF Generation - Resume exports
- Email Integration - Application tracking
- Analytics - Success metrics
Who It's For
Recent Graduates
Starting their career journey with limited experience but big ambitions. Get help crafting compelling applications that highlight potential.
Career Changers
Transitioning to new industries or roles. Learn how to translate existing skills and present yourself as the ideal candidate.
Experienced Professionals
Looking to optimize their job search process and stand out in competitive markets with data-driven application strategies.
App Interface Preview

Clean, intuitive interface for generating resumes, cover letters, and managing job applications. Features AI-powered suggestions, template customization, and progress tracking.