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Knowledge Challenge
A friend thinks you can answer this question about AI Revenue Attribution
An AI feature 'influences' $4M in monthly revenue (any user who touched the feature, then purchased). A 5% holdout test shows the feature lifts ARPU by 3% vs control. Total monthly revenue is $20M. What's the real incremental revenue from the AI?