Evaluator Bench
evaluator; distance from a lab: unattributed

EU AI Office

Scorecard

Regulator behind the GPAI Code of Practice; external-evaluator obligations enforceable since August 2026.

Government, Brussels, BE. Confidence med. Domains: bio, cyber, misuse, assurance. Scores by preset: Lab procurement 75; Regulator or auditor 74; Public trust 73; Equal weights 75. Weakest dimension: publication rights 2/4.

What would move the score. An accreditation pathway for external evaluators and a public reporting schema.

Funding 3/4
Mostly philanthropic or public money; some lab-linked pooled funds.
evidence: tier 1 (filing/index)
Anchor 3 pending a confirmed bounded negative; funding is public by construction but the gate asks for the row.
Governance 3/4
Nonprofit or public body with a COI policy.
evidence: tier 3 (self)
Anchor 3: public body with a statutory basis (euaio.07). No tier-1 source for an independent board or external review, so 4 is unearned under the tier rule (C10). Whether a formal COI policy is published is an open question.
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) 3/4
Helpful-only or weights-level access, chain of thought, logs, on-site.
evidence: tier 3 (self)
Anchor 3 on access given the cited signals.
Scope control 4/4
Evaluator sets scope, can investigate incidents, can refuse sign-off.
evidence: tier 1 (filing/index)
Anchor 4 on scope given the cited signals.
Publication rights 2/4
Publishes; lab reviews with broad redaction.
evidence: tier 3 (self)
Anchor 2 on publication given the cited signals.
Method transparency 2/4
Methods described in prose.
evidence: tier 4 (press)
Anchor 2 on methods given the cited signals.
Role incompatibility 4/4
No commercial products.
evidence: tier 3 (self)
Anchor 4 on products given the cited signals.

Traced money and ties

public: 1 row. Confirmed rows: 1 of 1. Dollar sums: confirmed + unaudited USD rows only; imported figures are not re-derived and never summed. Second hop traced for 1 of 1 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)

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 EU AI Office 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)