Human Verification Density
The rate at which AI outputs are systematically checked against human-verified reality before influencing shared operational decisions.
Concept origin: Human Verification Density is dimension 1 of the Execution Integrity Score framework, developed by Duena Blomstrom and Dave Ballantyne as part of the Human Debt™ research programme.
What is Human Verification Density?
Human Verification Density measures how frequently and systematically AI outputs are reviewed and confirmed by qualified humans before they influence shared operational reality. Low density means AI outputs flow unverified into decisions; high density means human checkpoints interrupt the pipeline at sufficient frequency to catch drift before it compounds.
Why does verification density matter under AI acceleration?
As AI generates outputs faster than organisations can process them, verification density becomes the rate-limiting variable between coherent and drifting execution. Without sufficient density, decisions are made on unverified signals — compounding silently until visible failure surfaces. The organisation believes it is executing; it is not verifying whether it is.
How is Human Verification Density scored?
Scored 1–5 as dimension 1 (d1) of the Execution Integrity Score v1.0. A score of 1 indicates AI outputs flow unverified into operational decisions. A score of 5 indicates systematic, role-appropriate verification at all critical decision points, with documented checkpoints and correction capacity.
What are the signs of low Human Verification Density?
Decisions made on AI-generated summaries without source checking. Status reports that no individual can verify from first principles. Escalations that reference AI output as authoritative. Teams that trust the model output because checking it is slower than acting on it.
Measure your organisation's Human Verification Density
Human Verification Density is scored as part of the Execution Integrity assessment. The 12-question screening tool surfaces your GLASS / Transitional / SAND band. The 25-question diagnostic scores all five dimensions individually.
12-Question Screening Tool
Get your GLASS / SAND / Transitional band in 4 minutes. Includes Human Verification Density signal. Free.
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25-Question Full Diagnostic
Score all five EI dimensions independently, including Human Verification Density (d1). Executive Risk Report included.
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