AI Resume Analyzer & Intelligent Job Match Platform

Inspiration

The job application process today is extremely competitive, and many candidates get rejected before a recruiter even sees their resume because of Applicant Tracking Systems (ATS). Many students and fresh graduates don’t understand why their resumes fail or how to improve them.

This project was inspired by the need to help candidates understand their resume quality, identify missing skills, and apply to jobs more strategically. The goal was to build an AI-powered platform that analyzes resumes, provides improvement suggestions, and intelligently matches candidates with relevant jobs.

By combining resume analysis, job matching, and recruiter tools in one platform, the system aims to bridge the gap between job seekers and hiring companies.

What it does

The AI Resume Analyzer & Intelligent Job Match Platform is a SaaS web application that helps candidates improve their resumes and discover better job opportunities using AI-driven insights.

Candidate Features

Upload resume files (PDF or DOCX)
Receive an AI resume score (0–100)
Detect ATS compatibility issues
Extract technical and soft skills
Identify skill gaps
Get AI-powered resume rewrite suggestions
Discover AI-matched job listings

Recruiter Features

Post job openings
Define required skills and experience
Automatically rank candidates using AI compatibility scoring
Filter and shortlist applicants

Admin Features

Manage platform users
Monitor system analytics
Track AI usage and platform performance

How we built it

The platform was built using a modern front-end architecture with simulated AI systems to replicate real recruitment workflows.

Frontend

React 18
TypeScript
Vite

UI & Styling

Tailwind CSS
Glassmorphism UI
Framer Motion animations
GSAP motion effects

State Management

Zustand with localStorage persistence

Data Visualization

Recharts for analytics dashboards
Radar charts for skill analysis

File Upload

React Dropzone for resume uploads

AI Simulation

The resume scoring system conceptually follows:

$$ Score = \frac{SkillMatch + ATSQuality + ExperienceRelevance}{3} $$

Where:

SkillMatch represents overlap between job and resume skills
ATSQuality measures formatting and keyword compatibility
ExperienceRelevance evaluates alignment with job requirements

Challenges we ran into

One of the biggest challenges was designing a professional SaaS-style user interface while keeping performance optimized. Implementing animations such as particle backgrounds, glassmorphism cards, and motion transitions required careful performance tuning.

Another challenge was building a realistic AI simulation engine that could generate believable resume scores, skill extractions, and job compatibility results without using real AI APIs.

The project also includes three different dashboards (candidate, recruiter, and admin), which required careful architecture planning to maintain reusable components and scalable code.