How We Audit RLHF Specialist Vetting, Proctoring & Cohort Purity
Our four-gate inspection framework evaluating whether an RLHF provider's contributors are genuine human experts or unscreened proxy accounts.
Primary-Source Diploma, License & Commit History Verification
We distinguish self-uploaded PDF resumes from verifiable registrar `.edu`, NPI, State Bar, IMO/Codeforces handle ownership, and signed Git commit histories.
Keystroke Dynamics, Paste Blocking & Canary Trap Enforcement
Providers are scored on active workspace instrumentation—specifically clipboard interception, keystroke entropy logging, residential IP pinning, and 3% blind canary injection.
Payment Reliability, UX Ergonomics & Quarterly Reviewer Churn
Top PhDs and Staff SWEs quit platforms with unpaid 4-hour onboarding tests or erratic Empty Queue drops. Prompt weekly pay and clean tooling directly determine long-term reviewer retention.
- Primary-Source Diploma, License & Commit History Verification: We distinguish self-uploaded PDF resumes from verifiable registrar `.edu`, NPI, State Bar, IMO/Codeforces handle ownership, and signed Git commit histories.
- Keystroke Dynamics, Paste Blocking & Canary Trap Enforcement: Providers are scored on active workspace instrumentation—specifically clipboard interception, keystroke entropy logging, residential IP pinning, and 3% blind canary injection.
- Payment Reliability, UX Ergonomics & Quarterly Reviewer Churn: Top PhDs and Staff SWEs quit platforms with unpaid 4-hour onboarding tests or erratic Empty Queue drops. Prompt weekly pay and clean tooling directly determine long-term reviewer retention.
Downloadable Anti-Cheating & Credential JSON Specs
RLHF Provider 4-Layer Anti-LLM Cheating & Session Telemetry Audit Schema
JSON attestation format capturing clipboard/paste-event blocks, keystroke inter-arrival entropy, stylometric LLM perplexity scores, and canary-prompt pass verification.
Download rlhf-provider-anti-cheating-audit.json →Institutional PhD, MD, JD & Staff SWE Credential Verification Specification
Normative screening checklist covering registrar/ORCID/NPI/Bar license verification, proctored live repository debugging, and named-contributor SOW substitution locks.
Download phd-swe-annotator-vetting-spec.json →Related Workforce Integrity Guides
Detecting Account Farming and Proxy Test-Takers in Remote Expert Networks
Security audit protocol for detecting bought accounts, proxy test-takers, residential VPN mules, and credential sharing inside remote RLHF expert networks.
On-Site VDI Supervised Pods vs. Remote Credentialed RLHF Contributors
Architectural comparison of physical badge-controlled VDI annotation pods (Hugo Inc., iMerit) vs. remote credentialed PhD/SWE networks (Surge AI, Mercor).
Independent credential verification, paste-blocking telemetry, and specialist retention benchmark. Zero frontier-lab ownership conflicts.
Best RLHF Providers Workforce Vetting & Proctoring Benchmark. “How We Audit RLHF Specialist Vetting, Proctoring & Cohort Purity.” Verified November 2026. https://bestrlhfproviders.com/methodology/