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The Verifiability Gradient
WHITE PAPER · JULY 2026
WHITE PAPER
The Verifiability Gradient
Why human oversight breaks when AI output stops being checkable.
Most oversight assumes that someone can check the work. However, a growing volume of AI output can't be checked, or costs as much to check as to redo. This paper sorts AI output into 4 groups by how checkable it is and then says what control belongs to each. Written for CROs and model-risk leaders, with an executive summary that stands on its own.
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More writing is on the way. The next pieces expand on middle-band economics and a worked banding example.