HUMAN LAYER AI Verified Human Data Checklist for AI™

40-Point Human-Data Audit

Can you prove the humans behind your AI data are real?

AI teams pay premium rates for human judgment. Most cannot show who the human was, why they qualified, or how they were screened. Score your pipeline across eight risk areas and find out where you are exposed.

40
checks scored 0, 1, or 2
8
risk sections
4
minutes, roughly
0
Critical
High Risk
Moderate
Strong
025456580

Built for AI data leaders, RLHF teams, model evaluation teams, and AI data vendors. Your answers stay on this page until you choose to unlock the report.

Section 1 of 8

Human Identity Verification

0 of 5 answered

All 40 checks scored

Your audit is complete. Unlock the breakdown.

Tell us where to send it and we will open your section-by-section scores, your two weakest areas, and the recommended next step for a pipeline at your risk level.

Your result

0/80

—

—

0
Critical
High Risk
Moderate
Strong
025456580

Section scores

Where to start

Book a discovery call with Human Layer AI

Bring your two weakest sections. In 30 minutes we will map what a verified human-data pilot looks like for your pipeline.

  • Who you need
  • How hard they are to find
  • What needs to be verified
  • What risks to reduce
  • What a pilot could look like
  • What it costs
Book a discovery call →
Real humans. Verified signal. Better AI. bids@focusinsite.com  ·  focusinsite.com