PrepZone Logo
PrepZone
All project ideas

Advanced · 3–4 weeks

AI Resume & Job Description Matcher

Upload resume and JD; extract skills and experience; compute match score with explanation of gaps and strengths. Bias-aware design — score breakdown transparent.

Why this project

Structured extraction + matching shows you understand LLM output parsing and responsible AI.

Tech stack

Java 17Spring Boot 3Spring AIPostgreSQLJSON schema validation

Skills demonstrated

  • Structured LLM output
  • Scoring algorithms
  • Explainability
  • Responsible AI

Interview talking points

  • Structured output reliability
  • Bias mitigation steps
  • Scoring transparency
  • Data retention policy

Problem statement

Upload resume and JD; extract skills and experience; compute match score with explanation of gaps and strengths. Bias-aware design — score breakdown transparent.