Evaluator Bench
evaluator; distance from a lab: unattributed

EquiStamp

Scorecard

Private evaluation-services company; leads two EU AI Office technical-assistance lots (loss of control with METR and Epoch; harmful manipulation with Transluce). Clients named are evaluators and governments.

Private company, capital structure undisclosed, Remote. Confidence low. Domains: assurance, autonomy. Scores by preset: Lab procurement 59; Regulator or auditor 59; Public trust 59; Equal weights 56. Weakest dimension: governance 2/4. Evidence-limited on 2 dimension(s): values held at the nearest supportable anchor until a live source is confirmed.

What would move the score. Funding and ownership disclosure; a lab-money policy.

Funding 3/4
Mostly philanthropic or public money; some lab-linked pooled funds.
evidence: tier 1 (filing/index)
Anchor 3 from the cited rows; low confidence, imported evidence.
Governance 2/4
For-profit or PBC with a published COI policy.
evidence: tier 2 (ledger)
evidence-limited: held at a supportable value
Anchor 1 from the cited rows; low confidence, imported evidence. Evidence-limited: the cited sources are imported or unaudited only, so the value is held at 2 (the reading on the record would be 1) until a live source is confirmed.
Personnel 2/4
Frequent two-way hiring; recusal on request.
evidence: tier 2 (ledger)
Anchor 2 from the cited rows; low confidence, imported evidence.
Access depth (lab-granted) 2/4
Pre-release with safeguards off or extended time.
evidence: tier 2 (ledger)
Anchor 2 from the cited rows; low confidence, imported evidence.
Scope control 3/4
Evaluator sets scope and can add questions.
evidence: tier 1 (filing/index)
Anchor 3 from the cited rows; low confidence, imported evidence.
Publication rights 2/4
Publishes; lab reviews with broad redaction.
evidence: tier 1 (filing/index)
Anchor 2 from the cited rows; low confidence, imported evidence.
Method transparency 2/4
Methods described in prose.
evidence: tier 2 (ledger)
Anchor 2 from the cited rows; low confidence, imported evidence.
Role incompatibility 2/4
Consults for labs.
evidence: tier 2 (ledger)
evidence-limited: held at a supportable value
Anchor 3 from the cited rows; low confidence, imported evidence. Evidence-limited: the cited sources are imported or unaudited only, so the value is held at 2 (the reading on the record would be 3) until a live source is confirmed.

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 EquiStamp 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)