A/B testing becomes messy when sampling journeys stretch across devices. We embedded UTMs directly into the AI conversation so every reward, code, and follow-up message was source-aware.
With Ballpitt’s attribution bridge, media managers saw day-one ROAS instead of waiting for spreadsheet merges.
Brands shifted 12% more budget into top-performing audiences within the same campaign week.