AI-Powered Resume Analysis & Job Matching Platform

AI-Powered Resume Analysis & Job Matching Platform

In today’s competitive job market, both job seekers and employers face unique challenges. Job seekers struggle to optimize their resumes for maximum impact, while HR professionals wade through hundreds of applications to find the right candidates. Enter our AI Resume Builder & Job Matching Platform — a full‑stack, AI‑driven solution designed to intelligently connect talent with opportunity.

This platform combines React with TypeScript on the frontend, Spring Boot with Spring Security on the backend, and Ollama AI for intelligent resume analysis and job matching — all while keeping data private through local AI execution.

System Architecture Overview

Frontend (React + TypeScript)

  • React 18 with TypeScript for type‑safe UI
  • React Router v6 for navigation
  • Axios with JWT interceptors
  • Context API for global state
  • Modern UI with animations and responsive design

Backend (Spring Boot)

  • Spring Boot 3.x REST APIs
  • Spring Security with JWT & role‑based access
  • Spring Data JPA (Hibernate)
  • Multipart resume upload handling
  • PostgreSQL / MySQL database

AI Layer (Ollama)

  • Local LLM (Mistral / LLaMA)
  • Resume parsing & scoring
  • Job‑resume matching
  • Streaming AI responses

User Roles & Features

Job Seeker

AI Resume Analysis

  • Resume upload (PDF / DOC)
  • AI‑extracted skills
  • Resume quality score (0‑100)
  • Experience summary
  • Improvement suggestions (Design, Content, Formatting, Keywords)

AI Job Recommendations

  • Skill‑based job matching
  • Match percentage for each job
  • Ranked recommendations

Application Management

  • One‑click job applications
  • Application tracking dashboard
  • Status updates & HR feedback

HR / Employer

Job Management

  • Create and manage job postings
  • Define skills and experience requirements

Resume Screening Dashboard

  • View AI‑scored resumes
  • Filter candidates by skills & score
  • Download original resumes

Application Review Workflow

  • Accept / reject candidates
  • Add HR notes
  • Trigger applicant notifications

Admin

Platform Control

  • Manage users and roles
  • Create HR and Admin accounts
  • Monitor system usage
  • Enforce security policies

Security Architecture

  • JWT‑based authentication
  • Role‑based authorization (Admin, HR, Job Seeker)
  • Secure REST endpoints
  • Token interceptors on frontend
  • Protected routes per role

Ollama AI Integration

Why Ollama?

  • 100% local AI processing
  • No API cost
  • Full data privacy
  • Faster response time
  • Offline‑capable AI

AI Capabilities

  • Resume parsing
  • Skill extraction
  • Resume scoring
  • Job compatibility calculation

Frontend Experience

  • Clean, professional UI
  • Smooth animations
  • Mobile‑responsive layout
  • Accessibility‑first design
  • Reusable React components

Database Design

Key entities include:

  • Users
  • Resumes
  • Jobs
  • Job Applications

Designed with scalability and data integrity in mind using relational constraints.

Demo