Define the question
Choose the channel or activity whose causal impact needs to be measured.
Run controlled geo holdouts to separate genuine marketing lift from sales that would have happened anyway.
Explore the featuresChoose the activity, test period and region, then let Incendium identify matched control regions with similar historic behaviour. The setup keeps the holdout design, alignment and decision metrics clear before launch.

Select the primary metric that defines incremental impact, then add supporting metrics that explain the commercial and behavioural drivers behind any change.

Run a controlled test that shows whether marketing created additional revenue, conversions or customer value beyond what would have happened anyway. The result gives your team evidence to scale effective activity, cut wasted spend and defend budget decisions.

Choose the channel or activity whose causal impact needs to be measured.
Select a test region and review how closely the proposed control regions behaved beforehand.
Pause or reduce the selected activity in the test region for the complete test period.
Compare the observed result with the control-based expectation and use the supporting metrics to interpret why it changed.
Attribution distributes credit across observed customer journeys. Incrementality estimates how much additional outcome the marketing activity caused. Used together, they show both how customers converted and whether the activity changed the result.
No. Your team makes the planned campaign change in the chosen test region. Incendium provides the test design, control comparison and result measurement.
The control group represents what may have happened in the test region without the holdout. Similar pre-test behaviour creates a more credible baseline for estimating lift.
Add causal evidence to your attribution and make budget decisions with greater confidence.
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