beginner ~8 hours

AI Resume Reviewer

Build an AI-powered resume analyzer that scores resumes, suggests improvements, and tailors feedback for specific job descriptions.

Overview

Build an AI-powered resume analyzer that scores resumes, suggests improvements, and tailors feedback for specific job descriptions.

Architecture

A beginner-level project using Python, OpenAI API, FastAPI, React. The architecture follows a modular design with clear separation between data ingestion, AI processing, and user interface layers.

Tech Stack

Python · OpenAI API · FastAPI · React

Features

PDF resume parsing
ATS score calculation
Job description matching
Improvement suggestions

Resume Points

Built an AI resume reviewer using GPT-4 with structured output parsing
Implemented PDF extraction pipeline processing 50+ resume formats

Interview Questions

How would you architect this project for production?

Discuss: API design, error handling, observability (tracing, logging), cost optimization (caching, model routing), security (input validation, rate limiting), and deployment strategy (Docker, CI/CD, auto-scaling).

What were the biggest challenges building this?

Focus on AI-specific challenges: prompt reliability, hallucination handling, latency optimization, cost management, and evaluation of AI output quality.