About AI Resume Matcher
AI Resume Matcher helps you understand how your experience aligns with real job requirements - using semantic analysis, not simple keyword scanning.
Instead of guessing which roles are “a fit”, it compares your resume evidence against a job description and returns a match score plus clear gaps you can improve.
A practical tool that turns your resume + a job description into a measurable fit score and actionable next steps.
Job ads are noisy and keyword-heavy. Candidates waste time applying without knowing what actually matches.
Extract resume evidence, compare against job requirements semantically, and score based on what’s present vs missing.
A realistic fit score and clear gaps so you can improve the resume or prioritize learning.
Design principles
The product is built to be simple, realistic, and useful - not a “magic AI” gimmick.
Evidence over hype
Scores must reflect what your resume actually contains - no invented experience.
Useful outputs
Not just a number. You get a summary and the biggest gaps you can fix.
Production mindset
Built like a real SaaS system: clear layers, APIs, and scalable patterns.
Clarity first
UI stays clean so the results are easy to understand and act on.
How it works
Under the hood, the pipeline mirrors how a technical reviewer checks fit — with structure and traceability.
Extract & normalize
Resume text is extracted, cleaned, and normalized so the model compares consistent signals.
Chunk into evidence
Both resume and job description are split into meaningful segments (skills, experience, responsibilities).
Semantic match
Embeddings + vector search find the best evidence alignments - beyond exact keyword matches.
LLM scoring & summary
An LLM scores relevance based on evidence and produces a short, actionable summary.
What your score means
The percentage is an estimate of alignment based on the strongest evidence found across your resume. It’s not a guarantee - it’s a signal to help you decide what to improve next.
Privacy & control
Your resume is analyzed to generate matches and insights. The system is designed to keep outputs practical and avoid hallucinating experience - it should only score what it can justify from resume evidence.
Ready to test your resume against a job post?
Upload your resume, paste a job description, and get an evidence-based score in seconds.