NIST AI RMF

• Security → NIST Manage + Measure (misuse safeguards, testing, incident handling)
• Stability → NIST Manage (continuity, monitoring, recovery)
• Coherence → NIST Map + Measure (risk identification, behavior measurement)
• Reputation → NIST Govern (external trust and accountability)
• Transparency → NIST Govern (documentation, explainability)

Estimated NIST AI RMF maturity tier: Tier 3/4

ISO/IEC 42001

• Security → clause 6 (risk treatment) + clause 8 (operational controls)
• Stability → clause 8 (Operations) + clause 10 (Improvement)
• Coherence → clause 6 (Planning) + clause 9 (Performance evaluation)
• Reputation → clause 7 (Support)
• Transparency → clause 4 (Context) + clause 5 (Leadership)

Estimated ISO 42001 coverage: 88%

EU AI Act

Articles 15, 16, 26, 50 mapped to Kanon dimensions.