FM
Fabian Muoghalu
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AI ApplicationTechnical Project2025

AI Resume Analyzer

AI-driven tool to extract, parse, and evaluate candidate resumes against target job descriptions.

Technologies & Tools

TypeScriptNext.jsNode.jsLLM IntegrationTailwind CSS

Problem Statement

Recruiters and job applicants need structured parsing and objective skill matching between resumes and job specifications.

Role & Contributions

Full-Stack / AI Engineer. Implemented document parsing, structured LLM extraction, and match evaluation UI.

System Architecture & Design

Next.js / Node.js application integrating LLM APIs for structured JSON extraction and skill relevance scoring.

Key Engineering Decisions

  • 1.Structured JSON schema outputs to enforce deterministic scoring formats from the language model.

Challenges Overcome

  • Handling varied PDF and Word document formatting styles during text extraction.

Lessons Learned

  • Schema-enforced LLM responses streamline downstream frontend rendering.

Results & Impact

  • Automated extraction of resume skills and objective match scoring.