All work

Kamari.

Age assurance designed around safety, privacy and the realities of African users.

Research and validation

Concept diagram. Age signal → Policy decision → Human review.

Kamari explores privacy-conscious age assurance for platforms that need to protect children and vulnerable users online. The work combines age-estimation research, policy-based decisions and careful verification design.

The problem

Online services need a practical way to make age-appropriate decisions without treating every person as a data-collection opportunity.

The approach

  • Research age-estimation performance on relevant populations.
  • Design explicit decision policies, fallback checks and human review.
  • Limit retention of sensitive imagery.
  • Evaluate false decisions and consent flows before any broad deployment.

Scope and limits

Research-stage product. Performance, fairness, privacy and regulatory work remain prerequisites for wider pilots. Age estimation alone is not identity verification.