These visualizations are experimental and still being refined. Designs and data presentation may change.
Mitigation Subcategory Coverage
Explore how 831 mitigation actions distribute across subcategories. Use the Source and Category filters to narrow the dataset. Category summary bars show subcategory breakdown.
CompactShow other
Showing all 831 mitigations across all subcategories.
Subcategory
Mitigations
Overall
815
1. Governance & Oversight Controls
248
1.1 Board Structure & Oversight
35
1.2 Risk Management
125
1.3 Conflict of Interest Protections
8
1.4 Whistleblower Reporting & Protection
10
1.5 Safety Decision Frameworks
31
1.6 Environmental Impact Management
11
1.7 Societal Impact Assessment
28
2. Technical & Security Controls
101
2.1 Model & Infrastructure Security
32
2.2 Model Alignment
9
2.3 Model Safety Engineering
38
2.4 Content Safety Controls
22
3. Operational Process Controls
295
3.1 Testing & Auditing
127
3.2 Data Governance
57
3.3 Access Management
23
3.4 Staged Deployment
8
3.5 Post-deployment Monitoring
50
3.6 Incident Response & Recovery
30
4. Transparency & Accountability Controls
171
4.1 System Documentation
37
4.2 Risk Disclosure
44
4.3 Incident Reporting
30
4.4 Governance Disclosure
24
4.5 Third-Party System Access
19
4.6 User Rights & Recourse
17
1. Governance & Oversight Controls
2. Technical & Security Controls
3. Operational Process Controls
4. Transparency & Accountability Controls
Source: MIT AI Risk Repository
Key Takeaways
1.831 mitigation actions span 28 subcategories across 5 top-level categories.
2.3.1 Testing & Auditing is the most populated subcategory with 127 mitigations.
3.2.X Technical & Security Control not otherwise categorized has the fewest entries with only 1 mitigation.
4.20 source frameworks contribute mitigations, with varying coverage across subcategories.