Evaluator Bench
evaluator; distance from a lab: 1

SaferAI

Scorecard

Rates lab risk-management frameworks in public; runs EU Code of Practice evaluations.

Nonprofit, Paris, FR. Confidence med. Domains: assurance, cyber, bio, misuse. Scores by preset: Lab procurement 76; Regulator or auditor 79; Public trust 80; Equal weights 75. Weakest dimension: access depth (lab-granted) 2/4.

What would move the score. Documented pre-release access under Code terms.

Funding 3/4
Mostly philanthropic or public money; some lab-linked pooled funds.
evidence: tier 3 (self)
Anchor 3 on funding given the cited signals.
Governance 3/4
Nonprofit or public body with a COI policy.
evidence: tier 3 (self)
Anchor 3 on governance given the cited signals.
Personnel 3/4
Recusal policy and disclosure of lab ties.
evidence: tier 3 (self)
Anchor 3 on personnel given the cited signals.
Access depth (lab-granted) 2/4
Pre-release with safeguards off or extended time.
evidence: tier 3 (self)
Anchor 2 on access given the cited signals.
Scope control 4/4
Evaluator sets scope, can investigate incidents, can refuse sign-off.
evidence: tier 3 (self)
Anchor 4 on scope given the cited signals.
Publication rights 4/4
Full editorial control, record of adverse findings, redaction statements.
evidence: tier 3 (self)
Anchor 4 on publication given the cited signals.
Method transparency 3/4
Tasks or code partly open.
evidence: tier 3 (self)
Anchor 3 on methods given the cited signals.
Role incompatibility 2/4
Consults for labs.
evidence: tier 2 (ledger)
Anchor 2: paid advisory work for at least one major AI company while rating companies' frameworks in public. If the unnamed client is not a frontier developer, restore to 4.

Traced money and ties

hop 0: 1 row; hop 2: 1 row (recommendation $0.3M); public: 1 row. Confirmed rows: 2 of 3 (1 quarantined: T40). Dollar sums: confirmed + unaudited USD rows only; imported figures are not re-derived and never summed. Second hop traced for 3 of 3 sources. Ties: none within two steps recorded. Bounded negatives on file: 1.

Ledger

Money in

Bounded negatives

One hop away

EU budget (Digital Europe Programme), G42, Survival and Flourishing Fund

Funding graph, focused

Neighbours at full strength, everything else faded. Hover any name to move the focus; click a name to open its page.

The funding graph around SaferAI Teal lines are money (transfers); amber lines are roles. Solid: confirmed; dashed: imported. Hover a name to isolate it and its neighbours; hover a line for the row. Every element is a row in data/ledger/. Labs Direct lab ties Two steps Three or more Public or unattributed Evaluators Amazon Anthropic G42 Google / Google DeepMind Meta Microsoft OpenAI Thinking Machines Lab xAI AI Safety Fund (Frontier Model Alexandr Wang Andreessen Horowitz Anthropic employees (personal Ben Mann D.E. Shaw Ventures David Farhi Dustin Moskovitz Frontier-lab employees and alu Holden Karnofsky Jaan Tallinn Jeffrey Ladish Macroscopic Ventures (formerly Miles Brundage Neil Chowdhury Nvidia OpenAI employees (personal hol OpenAI Foundation Peter Mattson Sequoia Capital Zico Kolter Adam Gleave Artificial Intelligence Underw Clement Delangue Coefficient Giving (formerly O Good Ventures Foundation Jason Droege Longview Philanthropy Marco Mascorro Paul Christiano Rajiv Dattani Survival and Flourishing Fund Conrad Stosz Dan Hendrycks Mike McCormick Alec Radford Alignment Research Center Constellation Research Center ELMA Philanthropies Emerson Collective EU budget (Digital Europe Prog Fifty Years (50Y) Founders Pledge Founders Pledge (frontier AI f Gates Foundation Halcyon Futures Hillspire (Schmidt family offi Hudson River Trading Jacob Hilton MacKenzie Scott Magarac Venture Partners Obvious Ventures Redpoint Ventures Renaissance Philanthropy Salesforce Ventures Samsung Next Schmidt Sciences Silicon Valley Community Found Skoll Foundation Snowflake Ventures Swish Ventures Sympatico Ventures The Audacious Project (TED) UK government (DSIT) US government (NIST appropriat Valhalla Foundation Vanguard Charitable Wing Venture Capital Y Combinator Andon Labs Apollo Research AVERI Center for AI Safety Epoch AI EquiStamp EU AI Office FAR.AI Gray Swan Hugging Face Open Alignment In Irregular (formerly Pattern La METR Microsoft AI Red Team MLCommons Nemesys Insights Palisade Research RAND Corporation Redwood Research SaferAI Scale AI (SEAL) SecureBio Transluce UK AI Security Institute US CAISI (NIST)