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Artificial intelligence systems utilizing biometrics like face scans are being prepared for deployment in retail and hospitality industries to identify young customers attempting to purchase age-restricted goods. The focus is on using technology, statistics, measurement, and analysis to evaluate the effectiveness of these systems for safe deployment, providing regulators with confidence that underage individuals are prevented from accessing restricted items. A world-first achievement was reached by not only measuring and documenting the performance of age estimation systems but also setting requirements for measuring racial and gender bias, crucial for gaining public trust in AI. The established technical standard for age estimation allows local regulators to attain independent third-party certification for these systems.