Evaluator Bench — the AI evaluator independence ledger

Field notes

Evaluator Bench uses a six-dimension, 0–4 scoring scheme and separates independence from quality, coverage, and competence. Its funding model follows relationship hops from an AI lab through investors, board members, employees, contractors, principals, or funders. The homepage also exposes the project’s provenance: Yohei Nakajima is identified as curator, while Claude, Codex, Grok, Gemini, and Muse are credited with drafting or reviewing parts of the work.