AI Resume Match Analyzer
Compare a resume against a job description and generate an AI-powered match analysis.
Project Overview
AI-Assisted Resume Match Workflow
Resume Analyzer evaluates a candidate resume against a job description and produces a structured match report. The workflow demonstrates how document parsing, LLM-assisted comparison, and candidate-facing recommendations can work together in a focused career-tech product.
Problem
Resume fit is hard to interpret
Candidates often struggle to understand whether their resume matches a target role. Job descriptions are dense, resumes are unstructured, and the comparison process is usually manual and subjective.
Solution
Structured AI match review
The system extracts text from uploaded resumes, compares it against a job description, and generates a clear report showing strengths, gaps, and improvement opportunities.
Workflow
How the resume match workflow works
The demo moves from job context and resume intake to document parsing, match analysis, and candidate-facing recommendations.
Paste job description
Load the target role, responsibilities, required skills, and evaluation context.
Upload resume
Provide the candidate resume as the source document for role-fit analysis.
Extract document text
Parse resume content into structured text that can be compared against the role.
Generate match analysis
Compare evidence across strengths, gaps, and role-specific alignment signals.
Review recommendations
Return clear guidance that helps the candidate understand what to improve next.
Architecture
Technical architecture
The system combines a React project shell, Flask API services, document parsing, and LLM-assisted comparison into a focused resume-to-role analysis workflow.
Frontend
React Interface
- Project shell
- Resume upload flow
- Job description input
- Match report viewer
Backend
Flask API
- File upload endpoint
- PDF / DOCX parsing
- Sample demo route
- OpenAI integration
AI Layer
LLM Match Analysis
- Resume-to-role comparison
- Strength identification
- Gap analysis
- Recommendation generation
Demo flow
Use the Demo tab to run a resume-to-job match analysis
Job description → Resume upload → AI report → Candidate guidance