Turn Goals Into Measurement Questions

Useful AI ROI dashboards are built backward: goal first, questions second, metrics last. GQM keeps measurement from becoming a warehouse of convenient telemetry. The approach asks: What goal are we trying to evaluate? What questions would tell us whether the goal is being achieved? What metrics can answer those questions credibly? Goal The goal should name the business result and the constraint. For example: reduce claims cycle time while maintaining audit quality. Questions Questions expose the decision logic. Are cases closing faster? Is the AI being used on the right case types? Is review effort shrinking? Are errors or exceptions…

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