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Graveiens AI delivers human data services for AI teams: data annotation, consent-backed voice data, transcription and LLM fine-tuning. ISO 9

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Bloom's taxonomy verbs by level: a complete, copy-ready list plus how to write measurable learning objectives and Bloom's taxonomy questions

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How Does Facial Recognition Work? A Complete 2026 Guide

How does facial recognition work? It detects a face in an image, maps its unique features into a mathematical “faceprint” (an embedding), and compares that vector against stored faces to verify or identify a person. The pipeline has five stages: detection, alignment, feature extraction (embedding), matching, and liveness detection to block spoofing.

It powers everyday tools, from photo-tagging apps, to phone unlock to a biometrics identity verification system used for KYC in banking. Modern face scans are extremely accurate: top algorithms in NIST testing match faces correctly more than 99.6% of the time on high-quality data. Every accurate system is trained on labeled, consent-backed human data, the computer vision annotation, and data collection work Graveiens AI delivers.

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