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Face Verification for Exams: How It Works and Why It's Ethical

3 Apr 20264 min readBy TaleemPak Editorial

A plain-English guide to how TaleemPak enrolls a student's face once and verifies it before every exam — with privacy built in.

Face verification often sounds intimidating — surveillance, biometrics, data leaks. TaleemPak's implementation is deliberately narrow.

Enroll once, verify many

A student enrolls a single 128-dimension face embedding from their own webcam. The raw photo is discarded — only the mathematical vector is stored, and only inside the student's own institute tenant.

Verification, not identification

Before every exam the student takes a live snapshot; the system compares it to their stored embedding. It never scans them against a database of other people — this is 1:1 verification, not 1:N identification.

Institute-controlled

The institute admin can wipe any student's embedding on request. Nothing is shared across institutes and nothing leaves TaleemPak's servers.

About the publisher

TaleemPak is developed by Solutionsgram Pvt Ltd, based on an original vision by Syed Usman Hussain, CEO. Learn more on our About page.

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