Empirical compliance taxonomy mapping Article 5 banned systems, Article 6 high-risk AI, Article 50 transparency, and Article 51/52 GPAI systemic risk obligations.
Target Scope: Cognitive behavioral manipulation, social scoring, biometric categorization for race/political beliefs, untargeted facial scraping
Obligations: Total market ban across all 27 EU member states with zero grandfathering.
Target Scope: Critical infrastructure, medical devices, educational admissions, employment recruitment AI, credit scoring, law enforcement
Obligations: Mandatory risk management system, high-quality training data governance, logging, human oversight, and CE conformity certificate.
Target Scope: Foundation models trained with cumulative compute > 10^25 FLOPs (e.g. GPT-4, Claude 3.5, Gemini 2.0, Mistral Large)
Obligations: Model evaluation, adversarial red-teaming, energy efficiency tracking, systemic risk mitigation, and incident reporting to EU AI Office.
Target Scope: AI chatbots, synthetic deepfakes, AI-generated text/audio/video content
Obligations: Mandatory machine-readable watermarking, synthetic content disclosure to human users, and copyright opt-out summary publication.