Using AI for role based Resume Generation

Overview

Job seekers today face intense competition and tight ATS (Applicant Tracking System) filters, making it crucial for resumes to be both optimized and personalized. To address this, we developed an AI-powered Resume Builder that leverages generative AI to analyze, score, and enhance resumes in real time.

👉 Try the platform here.

AI Resume Builder

The Objective

The goal was to help job seekers create high-quality, ATS-friendly resumes with intelligent feedback and content optimization — all driven by AI.

From a user’s perspective, the system should:

Provide real-time resume scoring and section-wise analysis.
Suggest AI-generated bullet points and improvements based on job roles.
Ensure compatibility with ATS systems using modern formatting standards.
Offer a clean, user-friendly interface for editing and downloading resumes.

The Challenge

Modern job applicants struggle with:

Understanding what makes a resume stand out to recruiters or pass through ATS.
Lack of personalized, actionable feedback.
Confusion around formatting, keywords, and tone.
Tedious manual editing and formatting tasks.

Traditional resume builders often lack intelligence and fail to guide users toward meaningful improvements tailored to their goals.

The Solution

We built a next-gen AI Resume Builder using large language models and modern web technology. It transforms a static resume into a dynamic, intelligent document builder that offers real-time insights and editing capabilities.

Key Features:

AI Resume Scoring: Evaluates resumes on key criteria like clarity, impact, and ATS-compatibility.
Section-Wise Analysis: Provides targeted feedback for each section — education, experience, summary, and skills.
Smart Bullet Suggestions: Generates impactful bullet points aligned with job descriptions using generative AI.
PDF Upload + Parsing: Automatically extracts and structures content from uploaded resumes.
Live Preview & Download: Users can view formatted resumes in real time and export polished PDFs.
Personalized Recommendations: Feedback is tailored to specific roles, industries, and seniority levels.

Implementing the Tech Magic

We combined cutting-edge tools to deliver a fast, scalable, and AI-integrated experience:

Frontend: Built with React.js + TailwindCSS for a fast, responsive UI.
Backend: Node.js with Express for API endpoints and score analysis logic.
AI Integration: Uses OpenAI/Gemini models to power resume scoring and content suggestions.
PDF Parsing: Integrated pdfjs-dist and custom logic to extract and structure resume content.
Database: PostgreSQL with Prisma ORM to manage chat and score history.
Hosting: Deployed using Vercel and AWS for reliable and scalable performance.

The Result

With the AI Resume Builder:

Users receive instant insights and personalized suggestions.
Resumes become more aligned with industry best practices and recruiter expectations.
The platform boosts users’ chances of passing ATS scans and landing interviews.
Users save time, reduce confusion, and create impactful resumes with ease.

This intelligent, AI-powered resume platform makes professional resume building accessible, efficient, and effective — giving users a competitive edge in their job search.