The revenue you already paid to acquire.
What happened after the first purchase?
Illustrative fashion business. Constructed example, not a client result.
Attributed revenue counts every order that touched the message, including orders that would have happened anyway. Incremental revenue counts only the difference between treatment and holdout.
| Illustrative candidate | Eligible audience | Commercial value | Data readiness | Reachability | Execution effort | Time to evidence | Customer risk | Total |
|---|---|---|---|---|---|---|---|---|
| Second-purchase education | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 20 |
| Jewellery consultation | 2 | 2 | 2 | 3 | 2 | 1 | 2 | 14 |
| Predictive win-back | 3 | 2 | 1 | 2 | 1 | 2 | 2 | 13 |
A high total cannot override missing permissions, unsuitable recommendations or broken measurement. Resolve those as launch gates.
One question. One pilot. One measure.
A visual journey through repeat purchase, cross-sell and retention.