MMM estimates channel contributions using historical spend and outcomes; incrementality tests (geo-splits, holdouts) validate causal lift.
Examples: a geo-based CTV test showing +6% incremental sales; an MMM indicating paid social drives assisted conversions, guiding budget shifts.