How our AI matching works

Interactive example · fictional people and data

From CV to a professional profile

See how an example CV becomes structured skills, experience and preferences.

Example CV

Alex Demo

Cook

alex@example.com

Skills
Kitchen preparation · food safety
Experience
4 years in a professional kitchen
Salary
€2,400–2,800 / month
Location
Preferred location not specified

alex-demo-cv.pdf

Anonymous profileHidden

Cook

Your identity, contacts and original CV stay hidden from employers until you apply or accept their contact request.

Skills
—
Experience
—
Salary
—
Location
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Hidden

A plain-language explanation of how MatchPRO suggests matches between anonymous candidates and vacancies — what the AI sees, what it never sees, and what stays in human hands.

  1. Suggestions, not decisions

    AI only ranks likely fits; every decision is taken by a person.

    Read the full clause: Suggestions, not decisions

    MatchPRO never hires, rejects, or filters anyone out automatically. The AI only ranks likely fits and shows them to both sides. Every consequential step — revealing identity, starting a chat, making an offer — is taken by a person, and identity is disclosed only with the candidate’s explicit consent.

  2. How a match is computed

    Filters for occupation and work mode, closeness of meaning, and a factor breakdown — in any language.

    Read the full clause: How a match is computed

    Matching is a hybrid of three layers: deterministic compatibility filters (occupation, work mode, relocation), semantic similarity between the meaning of a profile and a vacancy (vector embeddings — so a “line cook” can match a “chef de partie” posting), and a transparent factor breakdown computed from skills, experience, salary and location. Across languages the work is done by the occupation and skill identifiers, which are the same concept whatever language it is written in — a nurse’s profile in Greek and a nursing vacancy in English share an identifier even where their wording shares nothing.

  3. Why you see a match (explainability)

    Each match shows its factors as percentages with a short reason; there is no hidden score.

    Read the full clause: Why you see a match (explainability)

    Every match shows its factor breakdown: how well skills overlap, whether experience fits, how salary expectations align, and whether locations are compatible — each as a percentage with a short explanation. What you see is exactly what the system computed; there is no hidden score.

  4. What data the AI uses — and never sees

    Professional data only; contact details are removed before any text reaches a model.

    Read the full clause: What data the AI uses — and never sees

    The AI processes professional data only: skills, occupations, experience, industry, salary expectation band, location and work-mode preferences, and the text of your CV or vacancy. Before any text reaches an AI model, contact details are removed — email, phone, links and @handles. Names and employer names are not stripped: the AI provider receives the rest of your CV or vacancy text as written, to build your profile — other candidates and employers only ever see a profile with contact details removed. The platform does not collect or infer ethnicity, religion, health, age or gender.

  5. Paid features never change your score

    Seeker Boost raises visibility in the catalogue, never a match score.

    Read the full clause: Paid features never change your score

    Seeker Boost raises a profile’s visibility position in the catalog — it never changes a match score or factor. Employers cannot pay to rank higher in matching either.

  6. Your controls

    Export or erase your data at any time; a person reviews a match you dispute.

    Read the full clause: Your controls

    You consent to AI processing at sign-up (the consent version is recorded). You can export everything we hold about you (Settings → Privacy) and delete your account with full data erasure at any time. If you believe a match or a factor reading is wrong, contact support — disputes are reviewed by a human.

  7. Compliance posture

    High-risk under the EU AI Act: explanations and human review are in place, the formal documentation is in progress.

    Read the full clause: Compliance posture

    Recruitment AI is regulated as high-risk under the EU AI Act. In place today: an explanation for every match shown to you, and human review of any match you contest. The formal technical documentation and the EU database registration are still being prepared. Pay ranges on vacancies follow the EU Pay Transparency Directive, and we never ask candidates about their salary history.

Last updated: 2026-06-09

See it work on a real vacancy

The explanation above is only worth as much as the matches it produces. Browse the catalogue now; with a free profile, every vacancy shows you its factor breakdown.