Improving revenue visibility did not increase ad adoption. This case study explores how research exposed that affiliates required ROI data at configuration points, shifting product strategy from behavioral incentives toward adaptive infrastructure.

Targeting visible engagement did not identify which users held retention value. This case study explores how reframing an experiment surfaced visibility bias in organizational metrics, demonstrating the second-most retained segment was engaging in ways the platform overlooked.