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. Government institute; listed with government institutes. Confidence med. Domains: bio, cyber, misuse, assurance.

No floor triggered 8/8 evidenced · Retrieved & confirmed Scores by preset: Lab procurement –; Regulator or auditor –; Public trust –; Equal weights –. Weakest evidenced dimension: publication rights 2/4. No evidenced dimension below 2 — not a pass. No floor triggered means no disqualifying conflict is on file, not a pass. Full evidence.

The weighted numbers are hidden until you ask for them: two readers with different priorities see different numbers, and neither is the site's.

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

Dissent, lower. Scope (S) at 2 could be 1. The public record shows the Office has run no evaluation of any frontier model; the only scope it has exercised is a procurement of technical assistance whose deliverables are shaped by the Code that signatory labs themselves negotiated. Until the Office uses Article 92, the labs effectively define what is tested through their own Safety and Security Model Reports, which is the anchor-1 picture.

Dissent, higher. Scope (S) at 2 could be 3. Article 92 gives the Office the legal power to evaluate any general-purpose model and to compel access, including source code, with fines for refusal, and enforcement has been live since August 2026. The Office set the six risk lots of the tender itself. A body that writes the questions and can compel answers is at least anchor 3; section 9 holds it down only for lack of a published run.

Each value is the tightest admissible cap or, with no cap, the highest admissible floor, under RULES.md. The binding signal is highlighted. A dash means no admissible signal sets a bound under the Retrieved & confirmed policy.

Funding 3/4
Anchor 3: Mostly philanthropic or public money; some lab-linked pooled funds.
evidence: tier 1 (filing/index)
Capped at 3 by euaio.10 (F.12): Public budget under the Digital Europe Programme; EUR 7.37M awarded across six lots to contracted evaluators. No confirmed negative on file.. Floors up to 3 from euaio.06, euaio.14 do not exceed the cap.
Curator: Anchor 3 pending a confirmed bounded negative; funding is public by construction but the gate asks for the row.
Governance 3/4
Anchor 3: Nonprofit or public body with a COI policy.
evidence: tier 1 (filing/index)
Floored at 3 by euaio.12 (G.2): AI Office staff are Commission officials bound by the EU Staff Regulations, which require screening of actual or potential conflicts of interest (Article 11a) and restrict post-employment activity for two years (Article 16).. No admissible signal caps it.
Curator: 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
Anchor 3: Recusal policy and disclosure of lab ties.
evidence: tier 1 (filing/index)
Floored at 3 by euaio.08 (P.5): Civil-service conflict rules.. No admissible signal caps it.
Access depth (lab-granted) 3/4
Anchor 3: Helpful-only or weights-level access, chain of thought, logs, on-site.
evidence: tier 1 (filing/index)
mechanism: statutory
Floored at 3 by euaio.01 (A.2): Legal power to compel; the only body whose access does not depend on goodwill.. No admissible signal caps it.
Scope control 4/4
Anchor 4: Evaluator sets scope, can investigate incidents, can refuse sign-off.
evidence: tier 1 (filing/index)
Floored at 4 by euaio.13 (S.4): The AI Office holds the legal power under the AI Act to evaluate general-purpose models with systemic risk and to compel access and information; scope for those evaluations is set by the regulator, not the developer.. No admissible signal caps it.
Publication rights 2/4
Anchor 2: Publishes; lab reviews with broad redaction.
evidence: tier 3 (self)
mechanism: statutory
Capped at 2 by euaio.04 (R.4): Safety and Security Model Reports are submitted to the Office, not the public..
Method transparency 2/4
Anchor 2: Methods described in prose.
evidence: tier 4 (press)
Capped at 2 by euaio.05 (M.2): No accreditation pathway or public reporting schema yet; thin evaluator bench..
Role incompatibility 4/4
Anchor 4: No commercial products.
evidence: tier 3 (self)
Floored at 4 by euaio.09 (X.7): No commercial products.. No admissible signal caps it.

Values under each evidence policy

DimensionLeads includedRetrieved & confirmedAgainst interestVerified spansPrimary only
Funding33333
Governance3333–
Personnel3333–
Access depth (lab-granted)33333
Scope control44444
Publication rights2222–
Method transparency2222–
Role incompatibility4444–
Score, Lab procurement– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 3/8
Score, Regulator or auditor– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 3/8
Score, Public trust– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 3/8
Score, Equal weights– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 8/8– No floor triggered, 3/8

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. Checked and not found: 2.

Ledger

Money in

Checked and not found

  • N10 Does Coefficient Giving fund the EU AI Office?
    Searched Coefficient grants index, 2,911 rows, snapshot 2026-09-11: no grant from Coefficient Giving in its index. Prompted by imported lead: kevinnbass ledger row EV13. importedhttps://coefficientgiving.org/grants/
  • N27 Commission Decision C(2024) 390 Article 8 names only Union budget sources for the AI Office: DG CONNECT staff, Digital Europe Programme administrative appropriations for external staff, and DEP Specific Objective 2 for operational expenditure
    Searched Commission Decision of 24 January 2024 establishing the European AI Office, C/2024/1459, Article 8 (Official Journal PDF), snapshot 2026-09-15: Commission Decision C(2024) 390 Article 8 names only Union budget sources for the AI Office: DG CONNECT staff, Digital Europe Programme administrative appropriations for external staff, and DEP Specific Objective 2 for operational expenditure. confirmedhttps://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX%3A32024D01459

Funding graph, focused

Every one-way chain to a lab and to an evaluator at full strength, everything else faded. Hover any name to trace its connections; 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 trace its chains to the labs and evaluators — each chain runs one way across the columns, never doubling back; 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 High Tide Foundation 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)