Evaluator Bench
evaluator; distance from a lab: 2

Redwood Research

Scorecard

AI control research group; contributed a contractor to the METR incident investigation.

Nonprofit, Berkeley, US. Independent referee; listed with independent referees. Confidence med. Domains: scheming, incident, assurance.

No floor triggered 7/8 evidenced · Retrieved & confirmed Scores by preset: Lab procurement –; Regulator or auditor –; Public trust –; Equal weights –. Weakest evidenced dimension: governance 2/4. No evidenced dimension below 2 — not a pass. No floor triggered means no disqualifying conflict is on file, not a pass. Partial evidence (7/8).

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. A diversified funder list and a stated policy on co-authoring with labs it evaluates.

Dissent, lower. Personnel could be 1. Redwood's chief scientist co-authored the alignment-faking paper with Anthropic's Alignment Science team, an evaluation of Claude run jointly with the developer, and then worked inside OpenAI as a METR contractor; no recusal or cooling-off policy is published. Anchor 1 describes leaders with working roles at labs and informal recusal, and the record shows the roles but not the recusal.

Dissent, higher. Personnel could be 3. No board, advisory, or equity position at a lab appears in the record; the OpenAI incident work took no payment beyond API credits; the co-authored paper was research, not an evaluation engagement, and Anthropic named four independent reviewers. Anchor 3 asks for a recusal policy and disclosed ties; the ties are disclosed in the paper itself, and a published recusal rule would complete the anchor.

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 redwood.02 (F.6): Funding concentration: revenue nearly disappeared in one year when a few large grants ended.; capped at 3 by redwood.11 (F.6): Largest single grant: $36,566,000 from Coefficient Giving in November 2025 for AI control and alignment-faking work, after $10M in 2021 and $10M in 2022.. Floors up to 3 from redwood.01 do not exceed the cap. Not counted under this policy: redwood.10 (no confirmed source (imported)).
Governance 2/4
Anchor 2: For-profit or PBC with a published COI policy.
evidence: tier 1 (filing/index)
Floored at 2 by redwood.06 (G.1): Nonprofit.. No admissible signal caps it.
Personnel –
No admissible evidence under the standard policy.
With leads included: 2/4
evidence: tier 3 (self)
Unevidenced under this policy: no admissible signal sets a bound.
Curator: Anchor 2 on personnel given the cited signals.
Access depth (lab-granted) 4/4
Anchor 4: Embedded, training-time, or incident access.
evidence: tier 3 (self)
mechanism: lab-controlled
Floored at 4 by redwood.03 (A.5): Contracted a staff member to METR for the on-site OpenAI investigation.. No admissible signal caps it.
Scope control 3/4
Anchor 3: Evaluator sets scope and can add questions.
evidence: tier 3 (self)
Capped at 3 by redwood.14 (S.6): Redwood co-authored the December 2024 alignment-faking paper with Anthropic's Alignment Science team, an evaluation of Claude 3 Opus carried out with the developer whose models Redwood also evaluates.; capped at 3 by redwood.15 (S.1): In the OpenAI incident investigation, on which a Redwood staff member worked as a METR contractor, OpenAI defined the investigation period and the compromise of its own infrastructure was out of scope.. Floors up to 3 from redwood.07 do not exceed the cap.
Publication rights 3/4
Anchor 3: Publishes; redaction limited to security; redactions disclosed.
evidence: tier 3 (self)
mechanism: lab-controlled
Capped at 3 by redwood.16 (R.2): On the co-authored OpenAI incident report, OpenAI could redact any non-public information and gave feedback on structure, emphasis, clarity and tone that the authors incorporated and disclosed.. Floors up to 2 from redwood.04 do not exceed the cap.
Method transparency 3/4
Anchor 3: Tasks or code partly open.
evidence: tier 4 (press)
Floored at 3 by redwood.08 (M.1): Publishes control methods and code.. No admissible signal caps it.
Role incompatibility 3/4
Anchor 3: Tools are open or free to the ecosystem.
evidence: tier 1 (filing/index)
Capped at 3 by redwood.13 (X.8): ProPublica's extract of the Form 990 for Redwood Research Group Inc (EIN 87-1702255) shows program service revenue of $0 in FY2024; FY2023 shows $343,734 of program service revenue (3.4% of $10.0M) with the payer not identified in the summary.. Floors up to 3 from redwood.09, redwood.12 do not exceed the cap.

Values under each evidence policy

DimensionLeads includedRetrieved & confirmedAgainst interestVerified spansPrimary only
Funding33333
Governance22222
Personnel–––––
Access depth (lab-granted)4444–
Scope control3333–
Publication rights3333–
Method transparency333––
Role incompatibility33333
Score, Lab procurement– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 6/8– No floor triggered, 3/8
Score, Regulator or auditor– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 6/8– No floor triggered, 3/8
Score, Public trust– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 6/8– No floor triggered, 3/8
Score, Equal weights– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 7/8– No floor triggered, 6/8– No floor triggered, 3/8

Traced money and ties

hop 1: 1 row (daf_grant $1.3M); hop 2: 1 row. Confirmed rows: 1 of 2 (2 excluded after a re-fetch disagreed or could not be verified: T04, T39) Dollar sums: confirmed + unaudited USD rows only; imported figures are not re-derived and never summed. Second hop traced for 2 of 2 sources. Ties: none within two steps recorded. Checked and not found: 0.

Ledger

Money in

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 Redwood Research 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)