AI VALUE LENS

Begin with value. Test readiness. Keep judgment accountable.

Assess one use case as an operating decision—not as a technology demonstration. The result is directional and based only on your assumptions.

SIGNALINTERPRETATIONCHOICEACTION

USE-CASE ASSESSMENT

Make the value logic explicit.

Decision or workflow to assess

Decision valueHow materially could a better decision or workflow improve performance?50RepeatabilityHow frequently does this decision or workflow recur?50Data readinessHow usable, governed, and representative is the required data?50Adoption readinessHow ready are process owners and users to change the work?50Risk controllabilityHow well can error, bias, security, and accountability risks be controlled?50

Preparing the workspace…