TalentProfile
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

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