How to measure AI ROI without fooling yourself

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Agree on the baseline before the pilot starts. Without a measured before, every after is an opinion.

Pair a time metric with a quality metric. Speed that costs accuracy is not a win, and finance teams will spot it immediately.

Report monthly, in the same format, to the same people. Consistency builds the trust that funds the next phase.