Single Image Liveness Detection is an advanced biometric security solution that verifies the authenticity of a captured image to determine if it originates from a live person or is a spoof, such as a photograph or deepfake. Utilizing machine learning algorithms, this service analyzes various image metrics, including edge detection, color spectrum, and light patterns, to ensure high accuracy and reduce user friction. By streamlining the verification process, it enhances customer experience, lowers operational costs, and increases potential revenue for businesses.