Workforce Integrity Audit · November 2026Calculate Proctored PhD/SWE Cohort Hours & Anti-Cheating Gates →
COHORT SIZING & INTEGRITY PLANNER

Size a Proctored RLHF Specialist Cohort & Generate Anti-Cheating Clauses

Last VerifiedNovember 2026
Proctoring StandardLive Credential + Sandbox
Telemetry ProtocolKeystroke & Paste Audit
Keypoint Summary

Calculate required specialist headcount, dual-blind calibration hours, and canary seed counts before launching a 50-row calibration batch.

Proctored Specialist Cohort Sizing & Canary Trap Planner

Select target task volume, specialist credential track, and dual-reviewer overlap to compute pod headcount and generate a Zero-Payment Synthetic Clawback Rider.

Named Specialist Pod Size35 specialistsSized for 4-week sprint @ 22 proctored hrs/wk
Total Proctored Cohort Hours3,000 hrsIncludes dual-blind calibration passes
Required Canary Trap Prompts60 traps3% adversarial LLM-detection injection
Max Synthetic Flag Tolerance≤ 1.5%Triggers automatic batch clawback
# SOW WORKFORCE INTEGRITY & ANTI-LLM CLAWBACK RIDER
- Target Volume: 2,000 tasks (20% dual-blind specialist overlap = 2,400 passes)
- Required Specialist Cohort: 35 named REPO SWE contributors (~3,000 proctored hours)
- Mandatory Telemetry Gates: Zero clipboard paste into reasoning fields, keystroke inter-arrival entropy audit, and 60 seeded canary traps.
- Synthetic Clawback Covenant: Any batch exhibiting >1.5% synthetic/LLM paste flags or unapproved contributor substitution incurs 100% fee forfeiture and immediate cohort replacement.
BUYER DILIGENCE CHECKLIST

Six Diligence Questions That Expose Unscreened Crowd Funnels

Ask every shortlisted RLHF provider to demonstrate live workspace telemetry during your scoping call before signing an NDA pilot.

  • Can we inspect anonymized keystroke dwell-time and paste-event histograms alongside our 50-row pilot batch?
  • How do you detect a vetted engineer renting their verified account to an offshore proxy worker after onboarding?
  • What percentage of applicants pass your domain work sample, and is that exam proctored live?
  • Are contributors paid for rubric onboarding hours so top PhDs and senior SWEs stay on our pod?
  • Will you lock named contributor hashes to our project and notify us before rotating personnel?
  • Do you enforce residential ASN checks to block datacenter VPN farms?
SAMPLE SPECIFICATION ARTIFACT

Copyable Pilot Specification (rlhf-workforce-integrity-schedule.md)

Issue the identical specification artifact below to 2–3 independent candidates simultaneously so turnaround latency, edge-case adherence, and defect rates are measured on a controlled baseline.

rlhf-workforce-integrity-schedule.mdMARKDOWN
# SCHEDULE C — RLHF WORKFORCE PROVENANCE & ANTI-LLM CLAWBACK
1. Named Specialist Lock: Vendor shall assign KYC-verified contributors holding documented credentials matching Task Tier; >=85% monthly contributor continuity required.
2. Mandatory Telemetry Sidecar: Every delivered JSONL batch must include contributor_id_hash, active_dwell_seconds, paste_event_count, and canary_pass_rate.
3. Zero-Tolerance Synthetic Clawback: Any contributor exceeding 1.5% synthetic stylometric flags or failing a seeded canary prompt forfeits 100% of historical rows across the batch at Vendor's sole expense.

Request a 50-Row Proctored Calibration Batch

Route your specialist credential requirements and anti-cheating rider to 100% frontier-lab-neutral RLHF providers.

RLHF Specialist Vetting & Workforce Integrity Lab — Human Cohort & Proctoring Auditors, Best RLHF Providers

Independent credential verification, paste-blocking telemetry, and specialist retention benchmark. Zero frontier-lab ownership conflicts.

Best RLHF Providers Workforce Vetting & Proctoring Benchmark. “Size a Proctored RLHF Specialist Cohort & Generate Anti-Cheating Clauses.” Verified November 2026. https://bestrlhfproviders.com/choosing-a-provider/