Behind the Scenes

How Our AI Matching Actually Works

We combine traditional algorithms with AI to ensure you only see jobs that truly match your skills and experience.

The Three-Layer Matching System

1

Role Classification

Before we even look at skills, we classify both developers and jobs into role categories:

  • Software Engineers (Backend, Frontend, Full Stack)
  • QA/Testing Engineers
  • Data Engineers & Scientists
  • DevOps & SRE
  • Mobile Developers
  • Product & Design

Why this matters: We'll never match a QA Engineer to a Software Developer role, even if they both know Python.

Your Profile Senior QA Engineer
→ QA/Testing
Job Posting QA Automation Lead
→ QA/Testing ✓
Python Match
Selenium Match
CI/CD Match
professional Ignored
team Ignored
85% Match

3 of 3 technical skills matched

2

Smart Skills Matching

After role filtering, we analyze technical skills:

  • Extract real technical skills from your CV and GitHub
  • Filter out generic terms like "professional", "team player", "with"
  • Fuzzy matching to handle variations (React.js = ReactJS = React)
  • Synonym expansion (JavaScript matches Node.js, TypeScript)
3

AI Quality Check

Every match is verified by Claude AI before we send it to you:

  • Reviews your full profile vs. the job description
  • Checks experience level requirements (Junior vs Senior)
  • Flags potential mismatches (e.g., remote vs. on-site)
  • Scores each match 0-100 for final quality assurance

Quality threshold: We only send matches with 75%+ AI confidence score.

Claude AI Review
Analyzing match quality...
Role Match ✓ Perfect
Skills Overlap 85%
Experience Level ✓ Match
Location ✓ Remote OK
92/100
Confidence Score

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75%
Minimum Match Threshold
3-Layer
Quality Verification
30K+
Jobs Scanned Monthly

Why This Approach Works

Traditional Job Boards

❌ Keyword matching only

❌ QA Engineer matched to Software Developer roles

❌ "Professional" and "team" count as skills

❌ No quality verification

❌ Spam you with 100+ irrelevant jobs

TalentProfile

✅ Role-aware matching first

✅ QA only sees QA roles

✅ Generic terms automatically filtered

✅ AI verifies every match

✅ 3-5 highly relevant jobs only

We Respect Your Inbox

We'll never contact you more than once per month unless you ask for weekly updates.

For Developers
  • • Choose weekly or monthly digests
  • • Only 3-5 top matches per email
  • • Unsubscribe anytime
  • • Update preferences anytime
For Companies
  • • Instant notifications for new matches
  • • Daily digest of all applicants
  • • No spam, only qualified candidates
  • • Control notification settings

Experience Smart Matching

See for yourself why thousands trust our AI-powered matching

100% free • No credit card required