Evaluator Bench

Status

What the record holds, how much of it has been re-derived, what counts under each evidence policy, who has been contacted, and what stands between this preview and a citable tag. Built 2026-09-15; event-log digest 524dfab128a7; RULES.md v0.1 (2026-09-15). Every statistic on this page covers the 24 ranked organizations; the 1 watchlist entry and the 2 retained out-of-scope entries contribute to none.

Gates for a citable tag

GateWhere it stands
Every binding signal has a quoted spanFAIL7 binding signal(s) without a span: equistamp.07, farai.07, farai.11, msft.07, palisade.09, redwood.08, saferai.04; all bind to non-extreme values (1-3), so no displayed score violates the clamp rule
Every extreme has a second coderPASS17 of 17 extremes second-coded
Every ranked organization and every materially-named person has been contactedFAIL24 of 25 contacted (24 ranked organizations, 1 materially-named person); the log lists 28 recipients, including 3 outside the gate: epoch, hal, hfoai
Default policy is Retrieved and confirmed and the Primary-only view is livePASSdefault standard; policies leads, standard, against_interest, spans, primary
RULES.md is published and every conflict cites a rulePASSRULES.md present; every conflict resolved by rule
Homepage carries the byline and the competence chipPASSchecked in site/template.html

Recomputed at every build by python -m bench gates. bench release --stage published refuses while any gate fails.

Coverage

Ranked organizations24
Watchlist (not ranked)1
Out of scope, retained2
Signals (ranked)331
Signals with an exact quote (ranked)301
Sources251 (236 confirmed, 10 unaudited, 2 imported, 3 unverifiable)
Ledger transfers103 (70 confirmed, 13 unaudited, 1 imported, 3 differs, 14 unverifiable, 2 superseded)
Ledger roles91
Checked and not found (bounded negatives)27
Entities115
Regimes16

Exposure (ranked only)

Ranked evaluators with a direct lab tie (hop 0), any kind10 of 24
of which: lab cash for evaluation work (evaluation credits are recorded, never counted)6
of which: a lab owns a stake or is acquiring the evaluator2
of which: no-fee partnership or membership only2
Ranked evaluators with an inflow from a lab or a lab-tied party (hop 0 or 1)15 of 24
Funding sources with a second hop traced48 of 56

Evidence standard

Imported rows are leads copied from another project's ledger and satisfy no gate. A 4 on funding requires a confirmed bounded negative in a filing or index. A 0 needs a quoted span; a 4 needs a span and a second source. Scores are readings of the public record at the build date, not endorsements.

What counts under each evidence policy

Evidence policyRuleRanked signals that countAssessments unevidenced
Leads includedEvery signal that is not quarantined counts, including imported and unverifiable leads, which can support only a 2. For research, not for citation.329 of 3311 of 192
Retrieved & confirmed (default)A signal counts only if at least one cited source was re-fetched and confirmed. The default: no number moves on a source you cannot open and check.313 of 3318 of 192
Against interestRetrieved & confirmed, and an organization's own statements count only when they are against its interest or backed by a non-self source.235 of 33149 of 192
Verified spansRetrieved & confirmed, and the signal carries a quoted span you can find on the page.291 of 33113 of 192
Primary onlyOnly confirmed filings, funder indexes, or third-party ledgers with a quoted span: what can be verified from outside the field.37 of 331167 of 192

Population

45 organizations have been checked against the population criteria (RULES.md section 11): 23 out of scope, 14 in-scope candidates, 8 unclear. The full table is on the exclusions page.

Right of reply

28 recipients (27 organizations, 1 people); 24 contacted, 1 replied. The citable-tag gate tracks the ranked organizations and the materially-named people (the bench's claim text names them in a score-binding signal — RULES 12); any remaining rows are outside the gate. Packets are generated by bench outreach --all; sending is a human action, logged here with the date.

RecipientKindContactedRepliedStatus
Andon Labsorganization2026-09-15sent, awaiting reply
Apollo Researchorganization2026-09-15sent, awaiting reply
AVERIorganization2026-09-15sent, awaiting reply
Center for AI Safetyorganization2026-09-15sent, awaiting reply
Dreadnodeorganization2026-09-15sent, awaiting reply
Epoch AIorganizationpacket ready, not sent
EquiStamporganizationpacket ready, not sent
EU AI Officeorganization2026-09-15sent, awaiting reply
FAR.AIorganization2026-09-15sent, awaiting reply
Gray Swanorganization2026-09-15sent, awaiting reply
Holistic Agent Leaderboard (Princeton)organizationpacket ready, not sent
Hugging Face Open Alignment Initiativeorganizationpacket ready, not sent
Humane Intelligenceorganization2026-09-15sent, awaiting reply
Irregular (formerly Pattern Labs)organization2026-09-15sent, awaiting reply
METRorganization2026-09-15sent, awaiting reply
Microsoft AI Red Teamorganization2026-09-15sent, awaiting reply
MLCommons (AILuminate)organization2026-09-15sent, awaiting reply
Nemesys Insightsorganization2026-09-15sent, awaiting reply
Palisade Researchorganization2026-09-15sent, awaiting reply
RANDorganization2026-09-15sent, awaiting reply
Redwood Researchorganization2026-09-15sent, awaiting reply
SaferAIorganization2026-09-15sent, awaiting reply
Scale AI (SEAL / Scale Labs)organization2026-09-15sent, awaiting reply
SecureBioorganization2026-09-15sent, awaiting reply
Transluceorganization2026-09-152026-09-16replied — correction received
UK AI Security Instituteorganization2026-09-15sent, awaiting reply
US CAISI (NIST)organization2026-09-15sent, awaiting reply
Jaan Tallinnperson2026-09-15sent, awaiting reply

Second coder

17 assessment(s) second-coded; 17 agree with the stored value. A human second coder on every extreme (every stored 0 or 4) is a gate for a citable tag; the full population follows by v0.2. Disagreements are logged in data/coding/second-coder.csv and in the assessment's resolution.

Open questions

Kept in paper/OPEN-QUESTIONS.md with status, routes tried, and the document that would close each. Audits in paper/audits/. Replies from named organizations and people are filed as signals; after first publication, a score that moves by more than one anchor triggers a record packet (bench outreach).

Data

bench.json (evaluators, assessments with per-policy derivations, signals, sources), exposure.json, timeline.json, ledger CSVs, event log, RULES.md. Code Apache-2.0; data CC BY 4.0. Disclosure: DISCLOSURE.md.