Other safety-related scorecards for AI companies or models:
- FLI scored companies on safety: AI Safety Index (2025)
- SaferAI scored companies' risk management practices: Are AI Companies Preparing for a Safe Future? (Papadatos et al. 2025)
- The Midas Project scored companies' "risk evaluation policies": Seoul Commitment Tracker (2025)
- CFI scored companies on the UK safety recommendations: Do companies' AI Safety Policies meet government best practice? (Ó hÉigeartaigh et al. 2023)
- CLTC applied their risk-management guidance to four language models: "Appendix 4: Retrospective test use of Profile draft guidance" in "AI Risk-Management Standards Profile for General-Purpose AI Systems (GPAIS) and Foundation Models, Version 1.0" (Barrett et al. 2023)
- Scale has an adversarial robustness leaderboard (2025); previously they had a different adversarial robustness leaderboard (2024)
- PRISM has an adversarial robustness leaderboard
- Scale has an honesty leaderboard
- DarkBench (Kran et al. 2025) evaluates "dark design patterns"
- TrustLLM (Huang et al. 2024) evaluates language models' trustworthiness
- DecodingTrust (Wang et al. 2023) evaluates language models' trustworthiness
- HydroX has an adversarial robustness leaderboard
- CRFM has made (non-existential) "safety" model scorecards: HELM, especially HELM Safety (blogpost) and AIR-Bench; draft EU AI Act compliance (Bommasani et al. 2023); and transparency (Bommasani et al. 2023)
- How are AI companies doing with their voluntary commitments on vulnerability reporting? (Jones 2024)
- A Safe Harbor for AI Evaluation and Red Teaming (Longpre et al. 2024) evaluated how companies enable/stifle evaluation and red-teaming of their models by the AI community
Other comparative evaluation/analysis on AI companies' safety:
- Lab Statements on AI Governance (GovAI: Wei et al. 2023) evaluated three companies' statements on AI policy
- Thoughts on the AI Safety Summit company policy requests and responses (MIRI: Soares 2023)
- Is OpenAI's Preparedness Framework better than its competitors' "Responsible Scaling Policies"? A Comparative Analysis (SaferAI 2024)
The UK Department for Science, Innovation and Technology published best practices for AI safety in October 2023; some companies responded by describing some of their practices.
Evaluation/analysis of a particular AI company (not comparative):
- Responsible Scaling: Comparing Government Guidance and Company Policy (IAPS: Anderson-Samways et al. 2024)
Scorecards for government policy proposals:
- FLI, Nov 2023: AI Governance Scorecard and Safety Standards Policy
- AIPI, Sep 2023: AI Policies Under the Microscope
Scorecards for governments:
- Stephen Casper et al., Feb 2025: Pitfalls of Evidence-Based AI Policy