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SaaS Application
September 2024 - October 2024

AI-Powered Resume Builder

A SaaS tool integrating OpenAI's API to dynamically compile resumes and export them into PDF formats.

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Client: SaaS Product

Project Overview

This AI-powered Resume Builder is a custom SaaS application designed to help job seekers generate professional, tailor-fit resume structures. The tool reads raw text drafts and reformats them using specialized prompt guidelines.

The Business Problem

Standard online builders suffer from generic templates and poor client-side layout rendering. Creating clean, ATS-compliant PDF downloads that match the on-screen interactive editor is a recurring technical issue.


OpenAI Completion Pipeline & PDF Engine

We architected a streamlined serverless compilation pipeline:

OpenAI API Integration

Configured a Node.js route that parses user job experience and feeds it into GPT models to rewrite sections with action verbs.

Dynamic Canvas Sync

Created a React layout state compiler that synchronizes text modifications with a strict ATS-compliant styling template in real-time.

Client-Side PDF Generator

Deployed a custom canvas render engine that compiles layout CSS into print-perfect A4 document structures.

Subscription Billing Setup

Integrated Stripe webhooks to track premium tier tokens and monthly subscriptions.


Technology Stack Used

Next.js (App Router)
OpenAI SDK
Tailwind CSS
React Hook Form
Stripe API
Vercel

Challenges Solved

  • !Avoiding PDF layout breaks when content overflowed onto secondary pages.
  • !Optimizing prompt responses to ensure high-speed resume generation under 4 seconds.

Project Results

  • Delivered a seamless generator converting raw descriptions into professional profiles instantly.
  • Achieved 100% template alignment between the interactive editor and the downloaded PDF document.
  • Attracted over 1,500 active user signups in the first month of release.

Future Roadmap

Adding direct job board auto-application integration for generated resumes.

Implementing AI resume grading score checkers.