How determine projected roi for marketing investment are reshaped as AGI capability advances.

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Trigger: A proposed marketing campaign requires funding approval or an annual marketing budget planning cycle begins.
Outcome: A forecasted Return on Investment is calculated, documented, and delivered to stakeholders to guide budget allocation.