Downloadable computer software for cybersecurity, data encryption, artificial intelligence, and privacy protection; downloadable computer software for use in deploying, managing, and monitoring privacy-preserving artificial intelligence systems; computer hardware appliances featuring integrated data protection, encryption, and artificial intelligence capabilities.