My AI Stack

Planning / finance · typically CMO / finance / media

Media-mix & incrementality

Where the next budget should go, accounting for saturation, upper-funnel impact and incrementality. Stronger for planning than for day-to-day campaign diagnosis.

Job to be done: Ask what incremental business effect a different allocation is likely to create — with uncertainty and constraints visible.

AI that fits here

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