VLAI Automation Value Lab

From time saved to value realized.

Model adoption, review work, quality, risk, and the counterfactual. Capacity is not counted as cash unless you explicitly make it cashable.

Synthetic educational estimates, not financial forecasts or guaranteed returns. All formulas and assumptions remain visible.

Workflow assumptions

PILOT OR ACTUAL
Only removed cost or measured redeployment.

Value case

CENTRAL

Challenge the central case.

Low, central, and high scenarios change adoption, quality, review burden, and value—not just the headline result.

Plan versus observed

Assumption audit

TimeAssumptionNew valueEvidence status

Make the business case falsifiable.

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