These visualizations are experimental and still being refined. Designs and data presentation may change.

Mitigation Taxonomy

Nested ring chart showing how 831 mitigation actions distribute across categories (inner ring) and subcategories (outer ring).

Governance & Oversight Controls(250)

Board Structure & Oversight(35)

Risk Management(125)

Conflict of Interest Protections(8)

Whistleblower Reporting & Protection(10)

Safety Decision Frameworks(31)

Environmental Impact Management(11)

Societal Impact Assessment(28)

Governance & Oversight Control not otherwise categorized(2)

Technical & Security Controls(102)

Model & Infrastructure Security(32)

Model Alignment(9)

Model Safety Engineering(38)

Content Safety Controls(22)

Technical & Security Control not otherwise categorized(1)

Operational Process Controls(297)

Testing & Auditing(127)

Data Governance(57)

Access Management(23)

Staged Deployment(8)

Post-deployment Monitoring(50)

Incident Response & Recovery(30)

Operational Process Control not otherwise categorized(2)

Transparency & Accountability Controls(171)

System Documentation(37)

Risk Disclosure(44)

Incident Reporting(30)

Governance Disclosure(24)

Third-Party System Access(19)

User Rights & Recourse(17)

Transparency & Accountability Control not otherwise categorized(0)

1.Operational Process Controls is the largest category with 297 mitigations (35.7% of total).
2.Technical & Security Controls is the smallest with 102 mitigations (12.3%).
3.Testing & Auditing (Operational Process Controls) is the single largest subcategory with 127 mitigations (15.5%).
4.Governance & Oversight Controls has the most granular breakdown with 8 subcategories.